diff --git a/.dockerignore b/.dockerignore new file mode 100644 index 0000000..a214675 --- /dev/null +++ b/.dockerignore @@ -0,0 +1 @@ +persistent_storage/* diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..e19bdec --- /dev/null +++ b/.gitignore @@ -0,0 +1,11 @@ +.ipynb_checkpoints +__pycache__/ +.idea/ +assets/ +models/ +*.egg-info +build/ +.vscode +*code-workspace +runs/ +checkpoints/ \ No newline at end of file diff --git a/.gitmodules b/.gitmodules new file mode 100644 index 0000000..b1e0ad5 --- /dev/null +++ b/.gitmodules @@ -0,0 +1,3 @@ +[submodule "thirdparty/SparseConvNet"] + path = thirdparty/SparseConvNet + url = git@github.com:facebookresearch/SparseConvNet.git diff --git a/Dockerfile b/Dockerfile new file mode 100644 index 0000000..98a1e07 --- /dev/null +++ b/Dockerfile @@ -0,0 +1,18 @@ +FROM pytorch/pytorch:1.6.0-cuda10.1-cudnn7-devel + +RUN apt update && apt -y install sudo +RUN sudo apt -y install vim build-essential git libgtk2.0-dev libgl1-mesa-dev + +COPY . /workspace + +# Using SparseConvNet with cuda, requires cuda present in build time. +# So either set your docker runtime to nvidia and uncomment this, or +# run run this command inside the container once running +#WORKDIR /workspace/SparseConvNet +#RUN bash develop.sh + +WORKDIR /workspace +RUN pip install -e . + +RUN mkdir -p /workspace/persistent_storage/checkpoints/ +RUN mkdir -p /workspace/persistent_storage/runs/ diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..418dc9a --- /dev/null +++ b/LICENSE @@ -0,0 +1,165 @@ +GNU LESSER GENERAL PUBLIC LICENSE + Version 3, 29 June 2007 + + Copyright (C) 2007 Free Software Foundation, Inc. + Everyone is permitted to copy and distribute verbatim copies + of this license document, but changing it is not allowed. + + + This version of the GNU Lesser General Public License incorporates +the terms and conditions of version 3 of the GNU General Public +License, supplemented by the additional permissions listed below. + + 0. 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Such new +versions will be similar in spirit to the present version, but may +differ in detail to address new problems or concerns. + + Each version is given a distinguishing version number. If the +Library as you received it specifies that a certain numbered version +of the GNU Lesser General Public License "or any later version" +applies to it, you have the option of following the terms and +conditions either of that published version or of any later version +published by the Free Software Foundation. If the Library as you +received it does not specify a version number of the GNU Lesser +General Public License, you may choose any version of the GNU Lesser +General Public License ever published by the Free Software Foundation. + + If the Library as you received it specifies that a proxy can decide +whether future versions of the GNU Lesser General Public License shall +apply, that proxy's public statement of acceptance of any version is +permanent authorization for you to choose that version for the +Library. \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..f60e0b0 --- /dev/null +++ b/README.md @@ -0,0 +1,146 @@ +# RadarVoxelFusionNet +This project provides a 3D object detection network. The project focuses on the sensor fusion of radar, lidar and camera data with deep neural network. The network architecture is inspired by [VoxelNet](https://arxiv.org/abs/1711.06396) and augmented to process several input data. The network comes with an interface to be trained and tested on the nuScenes data set. Two example videos show the detection performance with a camera/lidar fusion on the left and the radar, camera, lidar fusion of the RVF-Net on the right. + + +![RVF-Net detection examples](./examples/media/detection_results.png) + +## Installation + + +- Install docker on your machine. +- Download the nuscenes data set according to their [guidelines](https://github.com/nutonomy/nuscenes-devkit#nuScenes). +- Clone this repository with submodules (`git clone --recursive`) into ``. +- For an out-of-the-box inference, download: the trained checkpoint, model config and split configurations [here](https://syncandshare.lrz.de/getlink/fiHq9RPabSC7YF4Q9oGBVLKS/) and store them as your . +- Build the docker image: + +``` +cd +docker build -t radarpointnet:1.0.0 . +``` + +- Create and run a container: + +``` +docker run --shm-size 8G \ + --gpus device= \ + -v :/nuscenes \ + -v :/persistent_storage \ + --name radarpointnet -tdi radarpointnet:1.0.0 +``` + +- Enter the container: + +``` +docker attach radarpointnet +``` + +- Build SparseConvNet: +``` +cd thirdparty/SparseConvNet +bash ./develop.sh +``` + +This build needs to be done once the container is running and cannot +be done while building the container using the Dockerfile. This is a limitation +as SparseConvNet needs CUDA present during build. Alternatively you could set your default docker runtime to nvidia and +uncomment the corresponding lines in the Dockerfile. + +Optional docker build configurations: + +* `-v :/nuscenes_fusion` To mount a directory containing serialized datasets +* `-p :6006` for use with Tensorboard + + +### Configs + +Configurations are defined and specified in python files in `rvfn/config/`. These +configurations can be easily serialized to and de-serialized from JSON using `rvfn/tools/make_configs`. +For convenience, several serialized versions of these are already present in +`configs/`. For further details see the README in `configs/`. + +### Preparing the Dataset + +#### Creating a Training/Validation Split +The official nuScenes split, and some variations of it are available in `splits/`. +To make your own split, you can use `rvfn/tools/make_splits.py`. + +#### Serializing a Dataset (Optional) +This repository allows for training either on a serialized, or an on-the-fly created dataset. +Depending on the pre-processing operation you choose, serializing the dataset may increase training +speed. However it can consume a lot of disk space (~200 GB for a lidar-only version of nuScenes), +and it precludes the use of on-the-fly augmentations. + +You can use `rvfn/tools/serialize_dataset.py` to pre-process and serialize the dataset. + +### Training + +For on-the-fly training of the RVF-Net, use the following configured command inside the docker container: +``` +python /workspace/rvfn/train.py \ +/persistent_storage/configs/pipeline/lidar-rgb-radar.json \ +/persistent_storage/configs/train.json \ +/persistent_storage/configs/eval.json \ +--train_samples /persistent_storage/splits/official_min_1/train_samples.json \ +--val_samples /persistent_storage/splits/official_min_1/val_samples.json +``` + +Alternatively, for a serialized dataset: + +``` +python /workspace/rvfn/train.py \ +--train_samples \ +--val_samples \ +--serialized +``` + +### Evaluation + +The training can be monitored via tensorboard. The following command performs evaluation and metric calculation with the provided pre-trained checkpoint: + +``` +python /workspace/rvfn/eval.py \ +/persistent_storage/configs/pipeline/lidar-rgb-radar.json \ +/persistent_storage/configs/eval.json \ +/persistent_storage/RVFN_checkpoint \ +--val_samples /persistent_storage/splits/official_min_1/val_samples.json +``` + +Alternatively, for serialized dataset: + +``` +python /workspace/rvfn/eval.py \ +--val_samples +--serialized +``` + +See `rvfn/eval.py` usage for more options and functionalities. + +### Inference + +To run inference of a the pre-trained nework execute: +``` +python /workspace/rvfn/infer.py \ +/persistent_storage/configs/pipeline/lidar-rgb-radar.json \ +/persistent_storage/RVFN_checkpoint \ +/persistent_storage/inference_output \ +--samples /persistent_storage/splits/official_min_1/val_samples.json \ +--min_conf 0.999 \ +--write_preds +``` +See `rvfn/infer.py` usage for more options and functionalities. + +Example inference output, after conversion to an animation: +![RVF-Net detection examples](./examples/media/example_inference.gif) + +### Contributions + +This implementation is created during the Interdisciplinary Project (IDP) of Ehsan Shafiei at the [Institute of Automotive Technology](https://www.mw.tum.de/en/ftm/home/) of the Technical University of Munich. + +If you find our work useful in your research, please consider citing: + + @Article{nobis21fusion, + author={Felix Nobis, Ehsan Shafiei, Phillip Karle, Johannes Betz and Markus Lienkamp}, + title={Radar Voxel Fusion for 3D Object Detection}, + journal={Applied Sciences}, + year={2021} + } diff --git a/configs/README.md b/configs/README.md new file mode 100644 index 0000000..c846470 --- /dev/null +++ b/configs/README.md @@ -0,0 +1,195 @@ +## Configs + +This directory contains the serialized configs used for training, evaluation, and inference. +The original configs can be found in `rvfn/config/`. + +The configurations are broken up into three parts: + +- `pipeline`: Contains the configurations that specify the entire + inference pipeline behavior. This includes dataset preprocessing configs, + model configs, target configs, and inference configs. +- `train`: Configurations and hyper-parameters for the training process. +- `eval`: Configurations for the evaluation process. + +Multiple variations of the pipeline configs are provided in the `pipeline/` directory. +These variations can be automatically generated from the original python configs in +`rvfn/config/` using +`rvfn/tools/make_configs.py`. + +Below is a summary of available configs and what they do. For fruther detail see the +corresponding files in `rfvn/config/`. +### Pipeline +#### Dataset +```python +"root_path": "/nuscenes", # Path to dataset root +"version": "v1.0-trainval", # Dataset version +"cam_name": "CAM_FRONT", # The camera to use for FOV limiting and fusion +"radar_name": "RADAR_FRONT", # The radar sensor to use +"lidar_sweeps": 3, +"use_lidar": true, # At least one of use_lidar or use_radar must be true +"use_radar": false, +"use_rgb": false, # Fuse RGB features from camera. Will be ignored if use_lidar is false +"radar_sweeps": 3, +"min_dist": 1.0, # Removes points closer than this in meters +"fill_type": null, # One of {null, 'ipbasic', 'knn', 'maskconv'} +"img_size": [ # Dataset image size in pixels + 1600, 900 +], +"pointcloud_range": [ # In x, y, and z direction in meters + [1.0, 50], # Will remove points and bboxes that are outside this boundary + [-20.0, 20.0], # Can also be null to indicate no point removal + [-1.0, 3.0] +], +"auto_offset": true, # If True will offset point and bbox coordinates such that all + # coordinates become non-negative +"coord_offsets": [ # How much to offset the coordinates of points and bboxes in each + 0, 20.0, 1 # axis. Will be ignored if 'auto_offset' is true +], +"max_points": 40000, # Maximum number of lidar points in the pointcloud +"categories": [ # A list of lists, where each sublist indicates categories + ["car"] # that will be mapped to the same label. +], + +"voxel_grid_config": { + "voxel_size": [ # In x, y, and z direction in meters. + 0.2, 0.2, 0.4 + ], + "max_points_per_voxel": 40 +}, + +"augmentation_config": { + "box_rotation": 0.314, # Rotation limit for boxes and points inside them in radians. + # Rotation will be uniformly between -box_rotation and + # +box_rotation + "box_translation": [ # Translation standard deviation in x, y, and z axes + 1.0, 1.0, 0.3 + ], + "global_rotation": 0.314, # Rotation limit for the point cloud + # Rotation will be uniformly between -global_rotation and + # +global_rotation + "global_scale": 0.05 # Scaling limit for the point cloud + # Scaling will be uniformly between 1 - global_scale and +} # 1 + global_scale + +``` + +#### Model +```python +"svfeb_config": { # Parameters for the Stacked Voxel Feature Encoder + "in_channels": 7, # Each voxel has 3 global and 3 local coordinates for a total of 6 + # Other features such as lidar intensity or radar RCS must be + # added to this number to yield the total in_channels + "hidden_channels": 32, + "out_channels": 128 +}, +"cmb_config": { # Parameters for the Convolutional Middle Block + "input_spatial_size": [ # Must be set accurately. See rvfn/config/model.py for details + 11, 204, 252 + ], + "expected_output_spatial_size": [ + 3, 200, 248 + ], + "in_channels": 128, + "out_channels": 64 +}, +"cob_config": { # Parameters for the fully convolutional output block + "in_channels": 192, # See rvfn/config/model.py for details + "hidden_channels": 256, + "in_spatial_size": [ # Feature map shape will be half of this + 200, 248 + ] +}, +"head_config": { # Parameters for the prediction heads + "num_classes": 2, # Detection classes ('car' and 'background' in this case) + "anchors_per_position": 2, # Number of anchors per feature map position + "in_channels": 768 +}, +"middle_block": "sparse" # One of {'sparse', 'normal'} +``` + +#### Target +```python +"pos_threshold": 0.35, +"neg_threshold": 0.3, +"pos_dist_threshold": 0.5, +"anchor_config": { + "feature_map_shape": [ # Feature map shape of the COB. + 100, 124 + ], + "anchor_sizes": [ # Size and rotation of produced anchors. + [1.92, 4.62, 1.69] # Anchor generator will create + ], # len(anchor_sizes) * len(anchor_rotations) anchors per + "anchor_rotations": [ # position in the feature map. + 0, 1.5707963267948966 + ], + "anchor_range": [ # The ranges in which the anchors will be spread in meters + [0, 50], # x + [0, 40] # y + ], + "center_z": 2.0 # The center of anchors in z axis +}, +"sine_yaw_targets": true # Use sine of yaw difference as regression targets +``` + +#### Infer +```python +"nms_threshold": 0.1, # IoU threshold for non-maximum-supression +"min_confidence": 0.001 # Filter out prediction with scores of less than this +``` + +### Train +```python +"loss_config": { + "score_loss_config": { # Loss function for the classification head + "criteria": "binary_focal", # Type of loss + "criteria_config": { + "gamma": 0.0, + "alpha": 0.6, + "reduce": false, # Sum over anchors and get the mean across minibatches + "logits": false # whether the inputs are logits + }, + "normalize_by_type": true # Divide the loss for positive and negative anchors + # the number of each + }, + "reg_loss_config": { # Loss for the regression head + "criteria": "smoothL1" + }, + "dir_loss_config": { # Loss for the direction head + "criteria": "binary_cross_entropy" + }, + "score_loss_weight": 2.0, # Weight of each part in the total loss + "reg_loss_weight": 1.0, + "dir_loss_weight": 0.2 +}, +"augment": true, # Do on-the-fly augmentations of the training set +"batch_size": 4, +"optimizer": "AMSGrad", +"learning_rate": 0.001, +"epsilon": 1e-08, # Epsilon value used for the optimizer +"weight_decay": 0.0, +"epochs": 1000, +"out_path": "pers/out/", # Where to write checkpoints, logs, and configs +"log_interval": 500, # Print a log every this many bathces +"checkpoint_interval": 4, # Save a checkpoint after this many epochs +"eval_interval": 4, # Evaluate on the train and validation sets after + # this many epochs +"eval_on_train_fraction": 0.1, # Fraction of training set to evaluate on + # (this is separate from the evaluation on the + # validation set) +"data_loader_workers": 6, +"device_ids": [ # ID of GPU devices to use + 0 +] +``` + +### Eval +```python +"distance_thresholds": [ # Distance thresholds for matching + 0.5, 1, 2, 4 # See nuScenes evaluation for more detail +], +"data_loader_workers": 6, +"batch_size": 4, +"device_ids": [ # ID of GPU devices to use + 0 +] +``` diff --git a/configs/eval.json b/configs/eval.json new file mode 100644 index 0000000..ee37103 --- /dev/null +++ b/configs/eval.json @@ -0,0 +1,13 @@ +{ + "distance_thresholds": [ + 0.5, + 1, + 2, + 4 + ], + "data_loader_workers": 6, + "batch_size": 4, + "device_ids": [ + 0 + ] +} \ No newline at end of file diff --git a/configs/pipeline/lidar-radar.json b/configs/pipeline/lidar-radar.json new file mode 100644 index 0000000..48012e2 --- /dev/null +++ b/configs/pipeline/lidar-radar.json @@ -0,0 +1,136 @@ +{ + "dataset_config": { + "root_path": "/nuscenes", + "version": "v1.0-trainval", + "cam_name": "CAM_FRONT", + "radar_name": "RADAR_FRONT", + "lidar_sweeps": 3, + "use_lidar": true, + "use_radar": true, + "use_rgb": false, + "radar_sweeps": 3, + "min_dist": 1.0, + "fill_type": null, + "img_size": [ + 1600, + 900 + ], + "pointcloud_range": [ + [ + 1.0, + 50 + ], + [ + -20.0, + 20.0 + ], + [ + -1.0, + 3.0 + ] + ], + "auto_offset": true, + "coord_offsets": [ + 0, + 20.0, + 1 + ], + "max_points": 40000, + "categories": [ + [ + "car" + ] + ], + "voxel_grid_config": { + "voxel_size": [ + 0.2, + 0.2, + 0.4 + ], + "max_points_per_voxel": 40 + }, + "augmentation_config": { + "box_rotation": 0.3141592653589793, + "box_translation": [ + 1.0, + 1.0, + 0.3 + ], + "global_rotation": 0.3141592653589793, + "global_scale": 0.05 + } + }, + "model_config": { + "svfeb_config": { + "in_channels": 10, + "hidden_channels": 32, + "out_channels": 128 + }, + "cmb_config": { + "input_spatial_size": [ + 11, + 204, + 252 + ], + "expected_output_spatial_size": [ + 3, + 200, + 248 + ], + "in_channels": 128, + "out_channels": 64 + }, + "cob_config": { + "in_channels": 192, + "hidden_channels": 256, + "in_spatial_size": [ + 200, + 248 + ] + }, + "head_config": { + "num_classes": 2, + "anchors_per_position": 2, + "in_channels": 768 + }, + "middle_block": "sparse" + }, + "target_config": { + "pos_threshold": 0.35, + "neg_threshold": 0.3, + "pos_dist_threshold": 0.5, + "anchor_config": { + "feature_map_shape": [ + 100, + 124 + ], + "anchor_sizes": [ + [ + 1.92, + 4.62, + 1.69 + ] + ], + "anchor_rotations": [ + 0, + 1.5707963267948966 + ], + "anchor_range": [ + [ + 0, + 50 + ], + [ + 0, + 40 + ] + ], + "center_z": 2.0 + }, + "sine_yaw_targets": true + }, + "infer_config": { + "nms_threshold": 0.1, + "min_confidence": 0.001 + } +} \ No newline at end of file diff --git a/configs/pipeline/lidar-rgb-filled-radar.json b/configs/pipeline/lidar-rgb-filled-radar.json new file mode 100644 index 0000000..acc3463 --- /dev/null +++ b/configs/pipeline/lidar-rgb-filled-radar.json @@ -0,0 +1,136 @@ +{ + "dataset_config": { + "root_path": "/nuscenes", + "version": "v1.0-trainval", + "cam_name": "CAM_FRONT", + "radar_name": "RADAR_FRONT", + "lidar_sweeps": 3, + "use_lidar": true, + "use_radar": true, + "use_rgb": true, + "radar_sweeps": 3, + "min_dist": 1.0, + "fill_type": "ipbasic", + "img_size": [ + 1600, + 900 + ], + "pointcloud_range": [ + [ + 1.0, + 50 + ], + [ + -20.0, + 20.0 + ], + [ + -1.0, + 3.0 + ] + ], + "auto_offset": true, + "coord_offsets": [ + 0, + 20.0, + 1 + ], + "max_points": 40000, + "categories": [ + [ + "car" + ] + ], + "voxel_grid_config": { + "voxel_size": [ + 0.2, + 0.2, + 0.4 + ], + "max_points_per_voxel": 40 + }, + "augmentation_config": { + "box_rotation": 0.3141592653589793, + "box_translation": [ + 1.0, + 1.0, + 0.3 + ], + "global_rotation": 0.3141592653589793, + "global_scale": 0.05 + } + }, + "model_config": { + "svfeb_config": { + "in_channels": 13, + "hidden_channels": 32, + "out_channels": 128 + }, + "cmb_config": { + "input_spatial_size": [ + 11, + 204, + 252 + ], + "expected_output_spatial_size": [ + 3, + 200, + 248 + ], + "in_channels": 128, + "out_channels": 64 + }, + "cob_config": { + "in_channels": 192, + "hidden_channels": 256, + "in_spatial_size": [ + 200, + 248 + ] + }, + "head_config": { + "num_classes": 2, + "anchors_per_position": 2, + "in_channels": 768 + }, + "middle_block": "sparse" + }, + "target_config": { + "pos_threshold": 0.35, + "neg_threshold": 0.3, + "pos_dist_threshold": 0.5, + "anchor_config": { + "feature_map_shape": [ + 100, + 124 + ], + "anchor_sizes": [ + [ + 1.92, + 4.62, + 1.69 + ] + ], + "anchor_rotations": [ + 0, + 1.5707963267948966 + ], + "anchor_range": [ + [ + 0, + 50 + ], + [ + 0, + 40 + ] + ], + "center_z": 2.0 + }, + "sine_yaw_targets": true + }, + "infer_config": { + "nms_threshold": 0.1, + "min_confidence": 0.001 + } +} \ No newline at end of file diff --git a/configs/pipeline/lidar-rgb-filled.json b/configs/pipeline/lidar-rgb-filled.json new file mode 100644 index 0000000..02a945d --- /dev/null +++ b/configs/pipeline/lidar-rgb-filled.json @@ -0,0 +1,136 @@ +{ + "dataset_config": { + "root_path": "/nuscenes", + "version": "v1.0-trainval", + "cam_name": "CAM_FRONT", + "radar_name": "RADAR_FRONT", + "lidar_sweeps": 3, + "use_lidar": true, + "use_radar": false, + "use_rgb": true, + "radar_sweeps": 3, + "min_dist": 1.0, + "fill_type": "ipbasic", + "img_size": [ + 1600, + 900 + ], + "pointcloud_range": [ + [ + 1.0, + 50 + ], + [ + -20.0, + 20.0 + ], + [ + -1.0, + 3.0 + ] + ], + "auto_offset": true, + "coord_offsets": [ + 0, + 20.0, + 1 + ], + "max_points": 40000, + "categories": [ + [ + "car" + ] + ], + "voxel_grid_config": { + "voxel_size": [ + 0.2, + 0.2, + 0.4 + ], + "max_points_per_voxel": 40 + }, + "augmentation_config": { + "box_rotation": 0.3141592653589793, + "box_translation": [ + 1.0, + 1.0, + 0.3 + ], + "global_rotation": 0.3141592653589793, + "global_scale": 0.05 + } + }, + "model_config": { + "svfeb_config": { + "in_channels": 10, + "hidden_channels": 32, + "out_channels": 128 + }, + "cmb_config": { + "input_spatial_size": [ + 11, + 204, + 252 + ], + "expected_output_spatial_size": [ + 3, + 200, + 248 + ], + "in_channels": 128, + "out_channels": 64 + }, + "cob_config": { + "in_channels": 192, + "hidden_channels": 256, + "in_spatial_size": [ + 200, + 248 + ] + }, + "head_config": { + "num_classes": 2, + "anchors_per_position": 2, + "in_channels": 768 + }, + "middle_block": "sparse" + }, + "target_config": { + "pos_threshold": 0.35, + "neg_threshold": 0.3, + "pos_dist_threshold": 0.5, + "anchor_config": { + "feature_map_shape": [ + 100, + 124 + ], + "anchor_sizes": [ + [ + 1.92, + 4.62, + 1.69 + ] + ], + "anchor_rotations": [ + 0, + 1.5707963267948966 + ], + "anchor_range": [ + [ + 0, + 50 + ], + [ + 0, + 40 + ] + ], + "center_z": 2.0 + }, + "sine_yaw_targets": true + }, + "infer_config": { + "nms_threshold": 0.1, + "min_confidence": 0.001 + } +} \ No newline at end of file diff --git a/configs/pipeline/lidar-rgb-radar.json b/configs/pipeline/lidar-rgb-radar.json new file mode 100644 index 0000000..2f80b43 --- /dev/null +++ b/configs/pipeline/lidar-rgb-radar.json @@ -0,0 +1,136 @@ +{ + "dataset_config": { + "root_path": "/nuscenes", + "version": "v1.0-trainval", + "cam_name": "CAM_FRONT", + "radar_name": "RADAR_FRONT", + "lidar_sweeps": 3, + "use_lidar": true, + "use_radar": true, + "use_rgb": true, + "radar_sweeps": 3, + "min_dist": 1.0, + "fill_type": null, + "img_size": [ + 1600, + 900 + ], + "pointcloud_range": [ + [ + 1.0, + 50 + ], + [ + -20.0, + 20.0 + ], + [ + -1.0, + 3.0 + ] + ], + "auto_offset": true, + "coord_offsets": [ + 0, + 20.0, + 1 + ], + "max_points": 40000, + "categories": [ + [ + "car" + ] + ], + "voxel_grid_config": { + "voxel_size": [ + 0.2, + 0.2, + 0.4 + ], + "max_points_per_voxel": 40 + }, + "augmentation_config": { + "box_rotation": 0.3141592653589793, + "box_translation": [ + 1.0, + 1.0, + 0.3 + ], + "global_rotation": 0.3141592653589793, + "global_scale": 0.05 + } + }, + "model_config": { + "svfeb_config": { + "in_channels": 13, + "hidden_channels": 32, + "out_channels": 128 + }, + "cmb_config": { + "input_spatial_size": [ + 11, + 204, + 252 + ], + "expected_output_spatial_size": [ + 3, + 200, + 248 + ], + "in_channels": 128, + "out_channels": 64 + }, + "cob_config": { + "in_channels": 192, + "hidden_channels": 256, + "in_spatial_size": [ + 200, + 248 + ] + }, + "head_config": { + "num_classes": 2, + "anchors_per_position": 2, + "in_channels": 768 + }, + "middle_block": "sparse" + }, + "target_config": { + "pos_threshold": 0.35, + "neg_threshold": 0.3, + "pos_dist_threshold": 0.5, + "anchor_config": { + "feature_map_shape": [ + 100, + 124 + ], + "anchor_sizes": [ + [ + 1.92, + 4.62, + 1.69 + ] + ], + "anchor_rotations": [ + 0, + 1.5707963267948966 + ], + "anchor_range": [ + [ + 0, + 50 + ], + [ + 0, + 40 + ] + ], + "center_z": 2.0 + }, + "sine_yaw_targets": true + }, + "infer_config": { + "nms_threshold": 0.1, + "min_confidence": 0.001 + } +} \ No newline at end of file diff --git a/configs/pipeline/lidar-rgb.json b/configs/pipeline/lidar-rgb.json new file mode 100644 index 0000000..172eefa --- /dev/null +++ b/configs/pipeline/lidar-rgb.json @@ -0,0 +1,136 @@ +{ + "dataset_config": { + "root_path": "/nuscenes", + "version": "v1.0-trainval", + "cam_name": "CAM_FRONT", + "radar_name": "RADAR_FRONT", + "lidar_sweeps": 3, + "use_lidar": true, + "use_radar": false, + "use_rgb": true, + "radar_sweeps": 3, + "min_dist": 1.0, + "fill_type": null, + "img_size": [ + 1600, + 900 + ], + "pointcloud_range": [ + [ + 1.0, + 50 + ], + [ + -20.0, + 20.0 + ], + [ + -1.0, + 3.0 + ] + ], + "auto_offset": true, + "coord_offsets": [ + 0, + 20.0, + 1 + ], + "max_points": 40000, + "categories": [ + [ + "car" + ] + ], + "voxel_grid_config": { + "voxel_size": [ + 0.2, + 0.2, + 0.4 + ], + "max_points_per_voxel": 40 + }, + "augmentation_config": { + "box_rotation": 0.3141592653589793, + "box_translation": [ + 1.0, + 1.0, + 0.3 + ], + "global_rotation": 0.3141592653589793, + "global_scale": 0.05 + } + }, + "model_config": { + "svfeb_config": { + "in_channels": 10, + "hidden_channels": 32, + "out_channels": 128 + }, + "cmb_config": { + "input_spatial_size": [ + 11, + 204, + 252 + ], + "expected_output_spatial_size": [ + 3, + 200, + 248 + ], + "in_channels": 128, + "out_channels": 64 + }, + "cob_config": { + "in_channels": 192, + "hidden_channels": 256, + "in_spatial_size": [ + 200, + 248 + ] + }, + "head_config": { + "num_classes": 2, + "anchors_per_position": 2, + "in_channels": 768 + }, + "middle_block": "sparse" + }, + "target_config": { + "pos_threshold": 0.35, + "neg_threshold": 0.3, + "pos_dist_threshold": 0.5, + "anchor_config": { + "feature_map_shape": [ + 100, + 124 + ], + "anchor_sizes": [ + [ + 1.92, + 4.62, + 1.69 + ] + ], + "anchor_rotations": [ + 0, + 1.5707963267948966 + ], + "anchor_range": [ + [ + 0, + 50 + ], + [ + 0, + 40 + ] + ], + "center_z": 2.0 + }, + "sine_yaw_targets": true + }, + "infer_config": { + "nms_threshold": 0.1, + "min_confidence": 0.001 + } +} \ No newline at end of file diff --git a/configs/pipeline/lidar.json b/configs/pipeline/lidar.json new file mode 100644 index 0000000..973651f --- /dev/null +++ b/configs/pipeline/lidar.json @@ -0,0 +1,136 @@ +{ + "dataset_config": { + "root_path": "/nuscenes", + "version": "v1.0-trainval", + "cam_name": "CAM_FRONT", + "radar_name": "RADAR_FRONT", + "lidar_sweeps": 3, + "use_lidar": true, + "use_radar": false, + "use_rgb": false, + "radar_sweeps": 3, + "min_dist": 1.0, + "fill_type": null, + "img_size": [ + 1600, + 900 + ], + "pointcloud_range": [ + [ + 1.0, + 50 + ], + [ + -20.0, + 20.0 + ], + [ + -1.0, + 3.0 + ] + ], + "auto_offset": true, + "coord_offsets": [ + 0, + 20.0, + 1 + ], + "max_points": 40000, + "categories": [ + [ + "car" + ] + ], + "voxel_grid_config": { + "voxel_size": [ + 0.2, + 0.2, + 0.4 + ], + "max_points_per_voxel": 40 + }, + "augmentation_config": { + "box_rotation": 0.3141592653589793, + "box_translation": [ + 1.0, + 1.0, + 0.3 + ], + "global_rotation": 0.3141592653589793, + "global_scale": 0.05 + } + }, + "model_config": { + "svfeb_config": { + "in_channels": 7, + "hidden_channels": 32, + "out_channels": 128 + }, + "cmb_config": { + "input_spatial_size": [ + 11, + 204, + 252 + ], + "expected_output_spatial_size": [ + 3, + 200, + 248 + ], + "in_channels": 128, + "out_channels": 64 + }, + "cob_config": { + "in_channels": 192, + "hidden_channels": 256, + "in_spatial_size": [ + 200, + 248 + ] + }, + "head_config": { + "num_classes": 2, + "anchors_per_position": 2, + "in_channels": 768 + }, + "middle_block": "sparse" + }, + "target_config": { + "pos_threshold": 0.35, + "neg_threshold": 0.3, + "pos_dist_threshold": 0.5, + "anchor_config": { + "feature_map_shape": [ + 100, + 124 + ], + "anchor_sizes": [ + [ + 1.92, + 4.62, + 1.69 + ] + ], + "anchor_rotations": [ + 0, + 1.5707963267948966 + ], + "anchor_range": [ + [ + 0, + 50 + ], + [ + 0, + 40 + ] + ], + "center_z": 2.0 + }, + "sine_yaw_targets": true + }, + "infer_config": { + "nms_threshold": 0.1, + "min_confidence": 0.001 + } +} \ No newline at end of file diff --git a/configs/pipeline/mini-lidar.json b/configs/pipeline/mini-lidar.json new file mode 100644 index 0000000..f4224dd --- /dev/null +++ b/configs/pipeline/mini-lidar.json @@ -0,0 +1,136 @@ +{ + "dataset_config": { + "root_path": "~/data/sets/nuscenes", + "version": "v1.0-mini", + "cam_name": "CAM_FRONT", + "radar_name": "RADAR_FRONT", + "lidar_sweeps": 3, + "use_lidar": true, + "use_radar": false, + "use_rgb": false, + "radar_sweeps": 3, + "min_dist": 1.0, + "fill_type": null, + "img_size": [ + 1600, + 900 + ], + "pointcloud_range": [ + [ + 1.0, + 50 + ], + [ + -20.0, + 20.0 + ], + [ + -1.0, + 3.0 + ] + ], + "auto_offset": true, + "coord_offsets": [ + 0, + 20.0, + 1 + ], + "max_points": 40000, + "categories": [ + [ + "car" + ] + ], + "voxel_grid_config": { + "voxel_size": [ + 0.2, + 0.2, + 0.4 + ], + "max_points_per_voxel": 40 + }, + "augmentation_config": { + "box_rotation": 0.3141592653589793, + "box_translation": [ + 1.0, + 1.0, + 0.3 + ], + "global_rotation": 0.3141592653589793, + "global_scale": 0.05 + } + }, + "model_config": { + "svfeb_config": { + "in_channels": 7, + "hidden_channels": 32, + "out_channels": 128 + }, + "cmb_config": { + "input_spatial_size": [ + 11, + 204, + 252 + ], + "expected_output_spatial_size": [ + 3, + 200, + 248 + ], + "in_channels": 128, + "out_channels": 64 + }, + "cob_config": { + "in_channels": 192, + "hidden_channels": 256, + "in_spatial_size": [ + 200, + 248 + ] + }, + "head_config": { + "num_classes": 2, + "anchors_per_position": 2, + "in_channels": 768 + }, + "middle_block": "sparse" + }, + "target_config": { + "pos_threshold": 0.35, + "neg_threshold": 0.3, + "pos_dist_threshold": 0.5, + "anchor_config": { + "feature_map_shape": [ + 100, + 124 + ], + "anchor_sizes": [ + [ + 1.92, + 4.62, + 1.69 + ] + ], + "anchor_rotations": [ + 0, + 1.5707963267948966 + ], + "anchor_range": [ + [ + 0, + 50 + ], + [ + 0, + 40 + ] + ], + "center_z": 2.0 + }, + "sine_yaw_targets": true + }, + "infer_config": { + "nms_threshold": 0.1, + "min_confidence": 0.001 + } +} \ No newline at end of file diff --git a/configs/pipeline/radar.json b/configs/pipeline/radar.json new file mode 100644 index 0000000..f4224dd --- /dev/null +++ b/configs/pipeline/radar.json @@ -0,0 +1,136 @@ +{ + "dataset_config": { + "root_path": "~/data/sets/nuscenes", + "version": "v1.0-mini", + "cam_name": "CAM_FRONT", + "radar_name": "RADAR_FRONT", + "lidar_sweeps": 3, + "use_lidar": true, + "use_radar": false, + "use_rgb": false, + "radar_sweeps": 3, + "min_dist": 1.0, + "fill_type": null, + "img_size": [ + 1600, + 900 + ], + "pointcloud_range": [ + [ + 1.0, + 50 + ], + [ + -20.0, + 20.0 + ], + [ + -1.0, + 3.0 + ] + ], + "auto_offset": true, + "coord_offsets": [ + 0, + 20.0, + 1 + ], + "max_points": 40000, + "categories": [ + [ + "car" + ] + ], + "voxel_grid_config": { + "voxel_size": [ + 0.2, + 0.2, + 0.4 + ], + "max_points_per_voxel": 40 + }, + "augmentation_config": { + "box_rotation": 0.3141592653589793, + "box_translation": [ + 1.0, + 1.0, + 0.3 + ], + "global_rotation": 0.3141592653589793, + "global_scale": 0.05 + } + }, + "model_config": { + "svfeb_config": { + "in_channels": 7, + "hidden_channels": 32, + "out_channels": 128 + }, + "cmb_config": { + "input_spatial_size": [ + 11, + 204, + 252 + ], + "expected_output_spatial_size": [ + 3, + 200, + 248 + ], + "in_channels": 128, + "out_channels": 64 + }, + "cob_config": { + "in_channels": 192, + "hidden_channels": 256, + "in_spatial_size": [ + 200, + 248 + ] + }, + "head_config": { + "num_classes": 2, + "anchors_per_position": 2, + "in_channels": 768 + }, + "middle_block": "sparse" + }, + "target_config": { + "pos_threshold": 0.35, + "neg_threshold": 0.3, + "pos_dist_threshold": 0.5, + "anchor_config": { + "feature_map_shape": [ + 100, + 124 + ], + "anchor_sizes": [ + [ + 1.92, + 4.62, + 1.69 + ] + ], + "anchor_rotations": [ + 0, + 1.5707963267948966 + ], + "anchor_range": [ + [ + 0, + 50 + ], + [ + 0, + 40 + ] + ], + "center_z": 2.0 + }, + "sine_yaw_targets": true + }, + "infer_config": { + "nms_threshold": 0.1, + "min_confidence": 0.001 + } +} \ No newline at end of file diff --git a/configs/train.json b/configs/train.json new file mode 100644 index 0000000..39b0999 --- /dev/null +++ b/configs/train.json @@ -0,0 +1,39 @@ +{ + "loss_config": { + "score_loss_config": { + "criteria": "binary_focal", + "criteria_config": { + "gamma": 0.0, + "alpha": 0.6, + "reduce": false, + "logits": false + }, + "normalize_by_type": true + }, + "reg_loss_config": { + "criteria": "smoothL1" + }, + "dir_loss_config": { + "criteria": "binary_cross_entropy" + }, + "score_loss_weight": 2.0, + "reg_loss_weight": 1.0, + "dir_loss_weight": 0.2 + }, + "augment": true, + "batch_size": 4, + "optimizer": "AMSGrad", + "learning_rate": 0.001, + "epsilon": 1e-08, + "weight_decay": 0.0, + "epochs": 1000, + "out_path": "/persistent_storage/out/", + "log_interval": 500, + "checkpoint_interval": 4, + "eval_interval": 4, + "eval_on_train_fraction": 0.1, + "data_loader_workers": 6, + "device_ids": [ + 0 + ] +} \ No newline at end of file diff --git a/examples/data/depth_maps/001.npy b/examples/data/depth_maps/001.npy new file mode 100644 index 0000000..2f92892 Binary files /dev/null and b/examples/data/depth_maps/001.npy differ diff --git a/examples/data/depth_maps/002.npy b/examples/data/depth_maps/002.npy new file mode 100644 index 0000000..c2fdc05 Binary files /dev/null and b/examples/data/depth_maps/002.npy differ diff --git a/examples/depth_completion_demo.py b/examples/depth_completion_demo.py new file mode 100644 index 0000000..eb642cc --- /dev/null +++ b/examples/depth_completion_demo.py @@ -0,0 +1,96 @@ +""" +This notebook contains running examples of the 3 different depth-completion methods + in this project. +""" +# %% +import numpy as np +import time + +from matplotlib import pyplot as plt +import matplotlib.cm as cm +import PIL.Image as pil + +from rvfn.utils.depth_completion import KnnDepth, MaskedConvDepth, \ + ModifiedIpBasicDepth + + + +# %% +def visualize_depth_map(depth_map): + height, width = depth_map.shape + xs = [] + ys = [] + dists = [] + for i in range(height): + for j in range(width): + if depth_map[i][j] > 0: + xs.append(j) + ys.append(height - i) + dists.append(depth_map[i][j]) + + dists = np.clip(dists, 5, 70)-5 + + fig, ax = plt.subplots(figsize=(16, 9), dpi=200, + linewidth=2, edgecolor='black') + ax.axis('off') + fig.gca().set_aspect('equal', adjustable='box') + plt.scatter(xs, ys, c=dists, cmap='plasma', s=1.5) + plt.close(fig) + + return fig + + +# %% +# depth_map_path = "data/depth_maps/001.npy" # single sweep +depth_map_path = "data/depth_maps/002.npy" # 5 sweeps + +depth_map = np.load(depth_map_path) + +visualize_depth_map(depth_map) + +# %% +# KNN depth completion + +depth_knn = depth_map.copy() + +start = time.time() + +knnd = KnnDepth(depth_knn) +depth_knn = knnd.fill_depth() + +end = time.time() +print(end - start) + +visualize_depth_map(depth_knn) + +# %% +# Masked convolution depth completion + +depth_maskconv = depth_map.copy() + +start = time.time() + +mcd = MaskedConvDepth(depth_maskconv, depth_maskconv > 0) +depth_maskconv = mcd.fill_depth() + +end = time.time() +print(end - start) + +visualize_depth_map(depth_maskconv) + +# %% +# IP-BASIC depth completion + +depth_ipbasic = depth_map.copy() + +start = time.time() + +mipbd = ModifiedIpBasicDepth() +depth_ipbasic = mipbd.fill_depth(depth_ipbasic) + +end = time.time() +print(end - start) + +visualize_depth_map(depth_ipbasic) + +# %% diff --git a/examples/fusion_demo.py b/examples/fusion_demo.py new file mode 100644 index 0000000..1f72a3f --- /dev/null +++ b/examples/fusion_demo.py @@ -0,0 +1,237 @@ +""" +This notebook contains visualizations for dataset fusion and various pre-processing steps +""" +# %% +# %load_ext autoreload +# %autoreload 2 +from os import path + +import open3d as o3d +import logging +import numpy as np +from nuscenes.nuscenes import NuScenes + +from rvfn.datasets.nuscenes_fusion import NuscenesFusionDataset, \ + NuscenesDatasetConfig +from rvfn.config.dataset_config import AugmentationConfig +from rvfn.utils.o3d_utils.lineset import LineSetBox, combine_linesets +from rvfn.utils.o3d_utils.pointcloud import make_o3d_pcd +from rvfn.datasets.augment import augment + +logging.basicConfig( + format='%(asctime)s %(levelname)-8s %(message)s', + level=logging.INFO, datefmt='%Y-%m-%d %H:%M:%S') +# %% +""" +nuScenes dataset path and version +""" +nusc_root = path.expanduser('~/data/sets/nuscenes') +nusc_version = 'v1.0-mini' +# %% +""" +Select a sample +""" +sample_idx = 15 + +# %% +""" +Visualize sample using nuScenes render tools +""" +nusc = NuScenes(version='v1.0-mini', dataroot=nusc_root, verbose=False) +my_sample = nusc.sample[sample_idx] +nusc.render_sample_data( + my_sample['data']['RADAR_FRONT'], nsweeps=5, underlay_map=False) +nusc.render_sample_data(my_sample['data']['CAM_FRONT']) + +# %% +""" +Common visualizations. Ground-truth bounding boxes, and coordinate frame. +""" +mesh_frame = o3d.geometry.TriangleMesh.create_coordinate_frame( + size=5, origin=[0, 0, 0]) + + +def get_boxes_lineset(boxes, color=None): + if color is None: + color = [1.0, 0.5, 0.5] + lineset = [LineSetBox(box.corners().T).get_o3d_lineset() for box in boxes] + return combine_linesets(lineset, color=color) + + +# %% +""" +Visualize lidar pointcloud +""" +lidar_config = NuscenesDatasetConfig( + {'root_path': nusc_root, 'version': nusc_version, + 'use_rgb': False, 'use_radar': False, 'coord_offsets': None, + 'auto_offset': False, 'pointcloud_range': None, + 'lidar_sweeps': 10, 'categories': [['car']]}) +lidar_dataset = NuscenesFusionDataset(lidar_config) + +pc, boxes, token = lidar_dataset.get_sample(sample_idx) + +o3d_pcd, _ = make_o3d_pcd(pc, lidar_dataset.feats, mode='intensity', + radar=False) +gt_lineset = get_boxes_lineset(boxes, [1.0, 0.5, 0.5]) + +o3d.visualization.draw_geometries([o3d_pcd, mesh_frame, gt_lineset]) +# %% +""" +Visualize augmentations using the lidar dataset +""" +pc, boxes, token = lidar_dataset.get_sample(sample_idx) + +pc, boxes = augment(pc, boxes) + +o3d_pcd, _ = make_o3d_pcd(pc, lidar_dataset.feats, mode='intensity', + radar=False) +gt_lineset = get_boxes_lineset(boxes, [1.0, 0.5, 0.5]) + +o3d.visualization.draw_geometries([o3d_pcd, mesh_frame, gt_lineset]) + +# %% +""" +Visualize fused pointcloud (rgb + radar) +""" +fusion_config = NuscenesDatasetConfig( + {'root_path': nusc_root, 'version': nusc_version, + 'use_rgb': True, 'use_radar': True, 'coord_offsets': None, + 'auto_offset': False, 'pointcloud_range': None, + 'lidar_sweeps': 10, 'categories': [['car']]}) +fusion_dataset = NuscenesFusionDataset(fusion_config) + +pc, boxes, token = fusion_dataset.get_sample(sample_idx) + +o3d_pcd, radar_lines = make_o3d_pcd(pc, fusion_dataset.feats, mode='rgb', + radar=True) +gt_lineset = get_boxes_lineset(boxes, [1.0, 0.5, 0.5]) + +o3d.visualization.draw_geometries( + [o3d_pcd, radar_lines, mesh_frame, gt_lineset]) + +# %% +""" +Visualize depth-completed fused pointcloud +""" +dc_fusion_config = NuscenesDatasetConfig( + {'root_path': nusc_root, 'version': nusc_version, + 'use_rgb': True, 'use_radar': True, 'coord_offsets': None, + 'auto_offset': False, 'pointcloud_range': None, + 'lidar_sweeps': 10, 'categories': [['car']], 'fill_type': 'ipbasic'}) +dc_fusion_dataset = NuscenesFusionDataset(dc_fusion_config) + +pc, boxes, token = dc_fusion_dataset.get_sample(sample_idx) + +o3d_pcd, radar_lines = make_o3d_pcd(pc, dc_fusion_dataset.feats, mode='rgb', + radar=True) +gt_lineset = get_boxes_lineset(boxes, [1.0, 0.5, 0.5]) + +o3d.visualization.draw_geometries( + [o3d_pcd, radar_lines, mesh_frame, gt_lineset]) +# %% +""" +Visualize Voxels +""" +fusion_config = NuscenesDatasetConfig( + {'root_path': nusc_root, 'version': nusc_version, + 'use_rgb': True, 'use_radar': True, 'coord_offsets': None, + 'auto_offset': False, 'pointcloud_range': None, + 'lidar_sweeps': 10, 'categories': [['car']]}) +fusion_dataset = NuscenesFusionDataset(fusion_config) +pc, boxes, token = fusion_dataset.get_sample(sample_idx) + +o3d_pcd, radar_lines = make_o3d_pcd(pc, fusion_dataset.feats, mode='rgb', + radar=True) +gt_lineset = get_boxes_lineset(boxes, [1.0, 0.5, 0.5]) + +sample = fusion_dataset[sample_idx] +voxels = sample['voxels'] + +o3d_voxels = [] +for voxel in voxels: + o3d_voxels.append(LineSetBox.from_voxel( + voxel, fusion_config.voxel_grid_config.voxel_size).get_o3d_lineset()) + +o3d_voxels_ls = combine_linesets(o3d_voxels, color=[0.2, 0.2, 1.0]) +o3d.visualization.draw_geometries( + [o3d_pcd, radar_lines, mesh_frame, gt_lineset, o3d_voxels_ls]) + +# %% +""" +Visualize pointcloud with offset and range limit +""" +fusion_config = NuscenesDatasetConfig( + {'root_path': nusc_root, 'version': nusc_version, + 'use_rgb': True, 'use_radar': True, + 'pointcloud_range': ( + (1.0, 50), + (-20.0, 20.0), + (-1.0, 3.0) + ), 'auto_offset': True, + 'lidar_sweeps': 7, 'categories': [['car']]}) +fusion_dataset = NuscenesFusionDataset(fusion_config) + +pc, boxes, token = fusion_dataset.get_sample(sample_idx) + +o3d_pcd, radar_lines = make_o3d_pcd(pc, fusion_dataset.feats, mode='rgb', + radar=True) +gt_lineset = get_boxes_lineset(boxes, [1.0, 0.5, 0.5]) + +o3d.visualization.draw_geometries( + [o3d_pcd, radar_lines, mesh_frame, gt_lineset]) +# %% +""" +Visualize pointcloud with offset and range limit with augmentations +""" +aug_cfg = AugmentationConfig({'box_rotation': np.pi / 10, + 'box_translation': (1.0, 1.0, 0.3), + 'global_rotation': 0.0, + 'global_scale': 0.05}) +fusion_config = NuscenesDatasetConfig( + {'root_path': nusc_root, 'version': nusc_version, + 'use_rgb': True, 'use_radar': True, + 'pointcloud_range': ( + (1.0, 50), + (-20.0, 20.0), + (-1.0, 3.0) + ), 'auto_offset': True, + 'lidar_sweeps': 7, 'categories': [['car']], + 'augmentation_config': aug_cfg}) +fusion_dataset = NuscenesFusionDataset(fusion_config) + +pc, boxes, token = fusion_dataset.get_sample(sample_idx) +pc, boxes = augment(pc, boxes) + +o3d_pcd, radar_lines = make_o3d_pcd(pc, fusion_dataset.feats, mode='rgb', + radar=True) +gt_lineset = get_boxes_lineset(boxes, [1.0, 0.5, 0.5]) + +o3d.visualization.draw_geometries( + [o3d_pcd, radar_lines, mesh_frame, gt_lineset]) + + +# %% +""" +Visualize radar-only pointcloud +""" +radar_config = fusion_config = NuscenesDatasetConfig( + {'root_path': nusc_root, 'version': nusc_version, + 'use_lidar': False, 'use_radar': True, + 'pointcloud_range': ( + (1.0, 50), + (-20.0, 20.0), + (-1.0, 3.0) + ), 'auto_offset': True, + 'categories': [['car']]}) + +radar_dataset = NuscenesFusionDataset(radar_config) + +pc, boxes, token = radar_dataset.get_sample(sample_idx) + +o3d_pcd, radar_lines = make_o3d_pcd(pc, radar_dataset.feats, mode=None, + radar=True) +gt_lineset = get_boxes_lineset(boxes, [1.0, 0.5, 0.5]) + +o3d.visualization.draw_geometries( + [o3d_pcd, radar_lines, mesh_frame, gt_lineset]) diff --git a/examples/media/detection_results.png b/examples/media/detection_results.png new file mode 100644 index 0000000..84c52dd Binary files /dev/null and b/examples/media/detection_results.png differ diff --git a/examples/media/example_inference.gif b/examples/media/example_inference.gif new file mode 100644 index 0000000..8028ba1 Binary files /dev/null and b/examples/media/example_inference.gif differ diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..0f7a0d7 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,10 @@ +torch==1.6.0 +torchvision==0.7.0 +open3d==0.10.0.0 +scikit-image==0.17.2 +termcolor==1.1.0 +nuscenes-devkit==1.0.9 +tensorboard==2.3.0 +numpy==1.19.0 +pickle5==0.0.11 +progressbar2==3.53.1 diff --git a/rvfn/config/config.py b/rvfn/config/config.py new file mode 100644 index 0000000..aef6e3a --- /dev/null +++ b/rvfn/config/config.py @@ -0,0 +1,145 @@ +from abc import ABC, abstractmethod +from copy import deepcopy +import json + + +class Config(ABC): + """ + Abstract class for configuration. This provides functionality for reading + configs from dictionaries with dynamic type-checking, and automatic + compositions of sub-configs. + To create a config class inherit from this and implement get_default_conf() + to return a dictionary with the default key-value config pairs. The values + may themselves be Config sub-types, in which case users can also pass a + dict for that key and a new instance of the sub-type will be created + automatically. + All the elements in the dict will be added as attributes to be used + instead of reading the dict directly. + You may also implement a verify() function that return false if there is a + problem with the config. In which case the constructor will raise an + exception. + """ + + def __init__(self, conf: dict = None): + """ + Create an instance using conf to update default parameters. + Args: + conf: dict used to replace the default parameters. Keys in this + dict must be present in the dict returned by get_default_dict() + but not all keys need to be provided. The value for keys that + are not present will be set to default. + The values will be type-checked against the default dict. If the + default type is tuple, you may also pass a list instead (this is + for json compatibility) + If the type of a certain config is a Config instance itself, you + may also pass a dict instead. + """ + super().__init__() + + self._config = self.get_default_conf() + if conf: + for key in conf: + # Complain if key not in default configs + # The user has probably made a typo + if key not in self._config: + raise KeyError('Key not recognized: ' + key) + + # Type-check the input value, and construct new sub-config + # instances if necessary + if self._config[key] is not None and conf[key] is not None: + # If a value's default is a Config instance itself, and the + # corresponding input type is a dict, use it to create a + # new Config object of the correct type. + if isinstance(self._config[key], Config) and isinstance( + conf[key], dict): + conf[key] = self._config[key].__class__(conf[key]) + + # Complain if type of a field doesn't match the + # corresponding type in the default dict + if type(self._config[key]) != type(conf[key]): + # Allow providing list instead of tuple to get around + # lack of tuple types in json + if isinstance(self._config[key], tuple) and isinstance( + conf[key], list): + pass + else: + raise ValueError( + 'Type of input config does not match default ' + 'type.\n' + 'For key: ' + key + ', Expected: ' + + str(type(self._config[key])) + ', Got: ' + + str(type(conf[key]))) + + self._config[key] = conf[key] + + self.process_params() + + if not self.verify(): + raise ValueError('Configuration is invalid') + + @classmethod + @abstractmethod + def get_default_conf(cls) -> dict: + """ + Overload this and return the default config dict + """ + pass + + def verify(self): + """ + Optionally overload to implement config verification + """ + return True + + def process_params(self): + """ + Optionally overload to do any necessary changes to the parameters + """ + pass + + def dict(self): + """ + Recursively converts all the config and all subconfigs to dicts + Returns: a dict representing the config + + """ + ret = self._config.copy() + for key, val in ret.items(): + if isinstance(val, Config): + ret[key] = val.dict() + + return ret + + @classmethod + def from_file(cls, file_path): + """ + Create config from json file + """ + with open(file_path) as file: + conf_dict = json.load(file) + return cls(conf_dict) + + def __contains__(self, item): + return item in self._config + + def __getitem__(self, item): + return self._config[item] + + def __setitem__(self, key, value): + self._config[key] = value + + def __getattr__(self, item): + if item not in self.__dict__ and item in self.__getattribute__( + '_config'): + return self[item] + raise AttributeError(item) + + def __setattr__(self, key, value): + if key == '_config': + super().__setattr__(key, value) + elif key in self.__getattribute__('_config'): + self[key] = value + else: + raise AttributeError(key) + + def copy(self): + return deepcopy(self) diff --git a/rvfn/config/dataset_config.py b/rvfn/config/dataset_config.py new file mode 100644 index 0000000..13b5af9 --- /dev/null +++ b/rvfn/config/dataset_config.py @@ -0,0 +1,99 @@ +from rvfn.config.config import Config + +import numpy as np + + +class VoxelGridConfig(Config): + @classmethod + def get_default_conf(cls) -> dict: + return { + # In x, y, and z direction in meters. + 'voxel_size': (0.2, 0.2, 0.4), + 'max_points_per_voxel': 40, + } + + +class AugmentationConfig(Config): + @classmethod + def get_default_conf(cls) -> dict: + return { + # Rotation limit for boxes and points inside them. + # Rotation will be uniformly between -box_rotation and + # +box_rotation + 'box_rotation': np.pi / 10, + + # Translation standard deviation in x, y, and z axes + 'box_translation': (1.0, 1.0, 0.3), + + # Rotation limit for the point cloud + # Rotation will be uniformly between -global_rotation and + # +global_rotation + # This is set to a far lower value than VoxelNet because we are + # only using a single camera's FOV. Try increasing it to pi/4 + # once entire point cloud is used. + 'global_rotation': np.pi / 10, + + # Scaling limit for the point cloud + # Scaling will be uniformly between 1 - global_scale and + # 1 + global_scale + 'global_scale': 0.05 + } + + +class NuscenesDatasetConfig(Config): + @classmethod + def get_default_conf(cls) -> dict: + return { + 'root_path': '/nuscenes', + 'version': 'v1.0-trainval', + 'cam_name': 'CAM_FRONT', + 'radar_name': 'RADAR_FRONT', + 'lidar_sweeps': 3, + + # At least one of use_lidar or use_radar must be True + 'use_lidar': True, + 'use_radar': False, + + # If use_lidar==True, fuse them with RGB info from camera + 'use_rgb': False, + + 'radar_sweeps': 3, + 'min_dist': 1.0, + 'fill_type': None, + 'img_size': (1600, 900), + + # In x, y, and z direction in meters. + # Will remove points and bboxes that are outside this boundary. + # Can also be None to indicate no point removal. + 'pointcloud_range': ( + (1.0, 50), + (-20.0, 20.0), + (-1.0, 3.0) + ), + + # If True will offset point and bbox coordinates such that all + # coordinates become non-negative. + # Only works if 'pointcloud_range' is not None. This is to avoid + # variable offsets per sample. + 'auto_offset': True, + + # How much to offset the coordinates of points and bboxes in each + # axis. Will be ignored if 'auto_offset' is True. + 'coord_offsets': (0, +20.0, +1), + + # Maximum number of lidar points in the pointcloud. If there are + # more points, a random subsample of them will be selected to fit + # within this limit. + # To maximize the number of radar points, this limit is applied + # before adding the radar points. + 'max_points': 40000, + + # Categories of objects. + # Must be a list of lists, where each sublist indicates categories + # that will be mapped to the same label. + # The label for each sublist will be the index of the sublist. + # Any category not in this list will be counted as background. + 'categories': [['car']], + 'voxel_grid_config': VoxelGridConfig(), + 'augmentation_config': AugmentationConfig() + } diff --git a/rvfn/config/eval_config.py b/rvfn/config/eval_config.py new file mode 100644 index 0000000..62fa263 --- /dev/null +++ b/rvfn/config/eval_config.py @@ -0,0 +1,17 @@ +from rvfn.config.config import Config + + +class EvalConfig(Config): + """ + Configuration parameters for model evaluation + """ + + @classmethod + def get_default_conf(cls) -> dict: + return { + 'distance_thresholds': [0.5, 1, 2, 4], # as per official Nuscenes + + 'data_loader_workers': 6, + 'batch_size': 4, + 'device_ids': [0] # IDs of the GPUs to use + } diff --git a/rvfn/config/infer_config.py b/rvfn/config/infer_config.py new file mode 100644 index 0000000..49530ac --- /dev/null +++ b/rvfn/config/infer_config.py @@ -0,0 +1,14 @@ +from rvfn.config.config import Config + + +class InferConfig(Config): + """ + Configuration parameters for model evaluation + """ + + @classmethod + def get_default_conf(cls) -> dict: + return { + 'nms_threshold': 0.1, # IoU threshold for NMS + 'min_confidence': 0.001, + } diff --git a/rvfn/config/loss_config.py b/rvfn/config/loss_config.py new file mode 100644 index 0000000..60025a0 --- /dev/null +++ b/rvfn/config/loss_config.py @@ -0,0 +1,65 @@ +from rvfn.config.config import Config + + +class FocalLossConfig(Config): + @classmethod + def get_default_conf(cls) -> dict: + return { + 'gamma': 0.0, + 'alphas': [0.5, 0.5], # Per-class alpha value + 'reduce': False, + 'logits': False # whether the inputs are logits + } + + +class BinaryFocalLossConfig(Config): + @classmethod + def get_default_conf(cls) -> dict: + return { + 'gamma': 0.0, + 'alpha': 0.6, + 'reduce': False, + 'logits': False # whether the inputs are logits + } + + +class ScoreLossConfig(Config): + @classmethod + def get_default_conf(cls) -> dict: + return { + 'criteria': 'binary_focal', + 'criteria_config': BinaryFocalLossConfig(), + + # Divide the loss for positive and negative anchors by their + # respective numbers before adding them together. + 'normalize_by_type': True + } + + +class RegLossConfig(Config): + @classmethod + def get_default_conf(cls) -> dict: + return { + 'criteria': 'smoothL1' + } + + +class DirLossConfig(Config): + @classmethod + def get_default_conf(cls) -> dict: + return { + 'criteria': 'binary_cross_entropy' + } + + +class LossConfig(Config): + @classmethod + def get_default_conf(cls) -> dict: + return { + 'score_loss_config': ScoreLossConfig(), + 'reg_loss_config': RegLossConfig(), + 'dir_loss_config': DirLossConfig(), + 'score_loss_weight': 2.0, + 'reg_loss_weight': 1.0, + 'dir_loss_weight': 0.2 + } diff --git a/rvfn/config/model_config.py b/rvfn/config/model_config.py new file mode 100644 index 0000000..81debfa --- /dev/null +++ b/rvfn/config/model_config.py @@ -0,0 +1,110 @@ +from rvfn.config.config import Config + + +class SvfebConfig(Config): + """ + Config parameters for the Stacked Voxel Feature Encoder module + """ + @classmethod + def get_default_conf(cls) -> dict: + return { + # Voxel-grid point channels + # Each voxel has 3 global and 3 local coordinates for a total of 6. + # Other features such as lidar intensity or radar RCS must be + # added to this number to yield the total in_channels. + 'in_channels': 7, + # same as voxelnet + 'hidden_channels': 32, + 'out_channels': 128, + } + + +class CmbConfig(Config): + """ + Config parameters for the Convolutional Middle Block + """ + @classmethod + def get_default_conf(cls) -> dict: + return { + # The spatial sizes must be accurately set in case sparseConv is + # used for the middle block. + # The z dimension is chosen such that it will be down-sampled to + # 3 after the CMB module. The other two must be divisible by eight + # after the CMB and big enough to accommodate all input voxels. + # The down-sampled z dimension's size multiplied by the output + # channels must equal the input channels of the RPN. + # z y x + 'input_spatial_size': (11, 204, 252), + # The expected spatial size after the SCB. This is only used for + # verification. + 'expected_output_spatial_size': (3, 200, 248), + 'in_channels': 128, + 'out_channels': 64 + } + + +class CobConfig(Config): + """ + Config parameters for the fully convolutional output block + """ + @classmethod + def get_default_conf(cls) -> dict: + return { + # = ScbConfig.output_spatial_size[0] * ScbConfig.output_channels + 'in_channels': 192, + + 'hidden_channels': 256, # similar to VoxelNet + # consequence of SCB input spatial size + # y x + 'in_spatial_size': (200, 248) + } + + +class HeadConfig(Config): + """ + Config for the score prediction head + """ + @classmethod + def get_default_conf(cls) -> dict: + return { + 'num_classes': 2, + 'anchors_per_position': 2, + 'in_channels': 768 # = CobConfig.hidden_channels * 3 + } + + +class RvfnConfig(Config): + """ + Network config parameters + """ + @classmethod + def get_default_conf(cls) -> dict: + return { + 'svfeb_config': SvfebConfig(), + 'cmb_config': CmbConfig(), + 'cob_config': CobConfig(), + 'head_config': HeadConfig(), + 'middle_block': 'sparse', + } + + def verify(self): + # -- Verify spatial sizes and channels match correctly -- # + + cmb_out_size = self.cmb_config.expected_output_spatial_size + cmb_out_channels = self.cmb_config.out_channels + cob_in_size = self.cob_config.in_spatial_size + cob_in_channels = self.cob_config.in_channels + cob_hidden_channels = self.cob_config.hidden_channels + head_in_channels = self.head_config.in_channels + + # SCB -> CB + if cmb_out_size[1:] != cob_in_size: + return False + if cmb_out_size[0] * cmb_out_channels != cob_in_channels: + return False + + # CB -> heads + if head_in_channels != cob_hidden_channels * 3: + return False + + return True diff --git a/rvfn/config/pipeline_config.py b/rvfn/config/pipeline_config.py new file mode 100644 index 0000000..2ecbe5e --- /dev/null +++ b/rvfn/config/pipeline_config.py @@ -0,0 +1,33 @@ +""" +Contains the combination of configs for the prediction pipeline. +Including the dataset preprocessing, model, and target configs. +""" + +from rvfn.config.config import Config +from rvfn.config.dataset_config import NuscenesDatasetConfig +from rvfn.config.model_config import RvfnConfig +from rvfn.config.target_config import LossTargetGeneratorConfig +from rvfn.config.infer_config import InferConfig + + +class PipelineConfig(Config): + @classmethod + def get_default_conf(cls) -> dict: + return { + 'dataset_config': NuscenesDatasetConfig(), + 'model_config': RvfnConfig(), + 'target_config': LossTargetGeneratorConfig(), + 'infer_config': InferConfig() + } + + def verify(self): + cob_input_size = self.model_config.cob_config.in_spatial_size + cob_output_size = [ax / 2 for ax in cob_input_size] + + anchor_feature_map_shape = \ + self.target_config.anchor_config.feature_map_shape + + if cob_output_size != list(anchor_feature_map_shape): + return False + + return True diff --git a/rvfn/config/target_config.py b/rvfn/config/target_config.py new file mode 100644 index 0000000..a195897 --- /dev/null +++ b/rvfn/config/target_config.py @@ -0,0 +1,63 @@ +from rvfn.config.config import Config +import numpy as np + + +class AnchorGeneratorConfig(Config): + """ + Config parameters for anchor generator + """ + @classmethod + def get_default_conf(cls) -> dict: + return { + # Feature map shape of the COB. We produce several anchors for + # each position in this shape. + # y x + 'feature_map_shape': (100, 124), + # Size, and rotation of produced anchors. Anchor generator will + # create len(anchor_sizes) * len(anchor_rotations) anchors per + # position in the feature map + # w l h + 'anchor_sizes': [(1.92, 4.62, 1.69)], + # Rotations must be in range [0, pi) + 'anchor_rotations': [0, np.pi / 2], + + # The ranges in which the anchors will be spread + 'anchor_range': ( + (0, 50), # x + (0, 40), # y + ), + # The center of anchors in z axis + 'center_z': 2.0 # meters + } + + @property + def anchors_per_position(self): + return len(self.anchor_sizes) * len(self.anchor_rotations) + + +class LossTargetGeneratorConfig(Config): + """ + Config parameters for creating loss targets from network output + """ + @classmethod + def get_default_conf(cls) -> dict: + return { + # IoU threshold above which an anchor is considered to match with + # a ground-truth bbox + 'pos_threshold': 0.35, + # IoU threshold below which an anchor is considered to not match + # with a ground-truth bbox + 'neg_threshold': 0.3, + # If not None, an anchor is considered a match if its center is + # within this distance of the ground_truth box. + # This is applied after the IoU filter. An anchor will be positive + # if (IoU > pos_threshold) AND (dist < pos_dist_threshold), + # negative if (IoU < neg_threshold), and ignored otherwise. + 'pos_dist_threshold': 0.5, + + # Config for anchor generation + 'anchor_config': AnchorGeneratorConfig(), + + # Use sine of yaw difference as regression targets + 'sine_yaw_targets': True + } diff --git a/rvfn/config/training_config.py b/rvfn/config/training_config.py new file mode 100644 index 0000000..e62df12 --- /dev/null +++ b/rvfn/config/training_config.py @@ -0,0 +1,42 @@ +from rvfn.config.config import Config +from rvfn.config.loss_config import LossConfig + + +class TrainingConfig(Config): + """ + Configuration parameters for setting up dataset, network and training. + """ + + @classmethod + def get_default_conf(cls) -> dict: + return { + 'loss_config': LossConfig(), + + # Do on-the-fly augmentations to training set + 'augment': True, + + 'batch_size': 4, + 'optimizer': 'AMSGrad', + 'learning_rate': 0.001, + 'epsilon': 1e-8, # Epsilon parameter for optimizer + 'weight_decay': 0.0, + 'epochs': 1000, + # Path to directory where the checkpoints and tensorboard logs + # are written to + 'out_path': '/persistent_storage/out/', + 'log_interval': 500, # log the loss every this many batches + 'checkpoint_interval': 4, # save every this many epochs + 'eval_interval': 4, + # If larger than zero, evaluation will also be run on this fraction + # of the training set, in addition to the validation set. + 'eval_on_train_fraction': 0.1, + + 'data_loader_workers': 6, + 'device_ids': [0] # IDs of the GPUs to use + } + + def verify(self): + if not 0 <= self.eval_on_train_fraction <= 1: + return False + + return True diff --git a/rvfn/datasets/augment.py b/rvfn/datasets/augment.py new file mode 100644 index 0000000..810227a --- /dev/null +++ b/rvfn/datasets/augment.py @@ -0,0 +1,166 @@ +from rvfn.datasets.common import PointCloud, VehicleBox, \ + upright_shadows +from rvfn.config.dataset_config import AugmentationConfig + +from nuscenes.utils.data_classes import Box + +from typing import List, Tuple +import numpy as np +from pyquaternion import Quaternion +from torchvision.ops import box_iou +import torch + + +def contained_points(pc: PointCloud, box: Box): + """ + Finds the points contained within box. + + Returns: Mask of points in pc which are within bounds of box + """ + corners = box.corners(1.2) + + min_x = np.min(corners[0, :]) + min_y = np.min(corners[1, :]) + min_z = np.min(corners[2, :]) + + max_x = np.max(corners[0, :]) + max_y = np.max(corners[1, :]) + max_z = np.max(corners[2, :]) + + bound_x = np.logical_and(pc.points[0, :] >= min_x, + pc.points[0, :] <= max_x) + bound_y = np.logical_and(pc.points[1, :] >= min_y, + pc.points[1, :] <= max_y) + bound_z = np.logical_and(pc.points[2, :] >= min_z, + pc.points[2, :] <= max_z) + + return np.logical_and(np.logical_and(bound_x, bound_y), bound_z) + + +def z_rotation_matrix(yaw): + """ + Rotation matrix for rotating "yaw" radians around the z axis + Args: + yaw: Rotation angle in radians + + Returns: np.array<3, 3> rotation matrix + """ + rotation_matrix = np.zeros((3, 3)) + rotation_matrix[0][0] = np.cos(yaw) + rotation_matrix[0][1] = -np.sin(yaw) + rotation_matrix[1][0] = np.sin(yaw) + rotation_matrix[1][1] = np.cos(yaw) + rotation_matrix[2][2] = 1 + + return rotation_matrix + + +def augment(pc: PointCloud, boxes: List[Box], + cfg: AugmentationConfig = None) -> Tuple[PointCloud, List[Box]]: + """ + Apply random augmentations to the pointcloud and ground truth boxes + according to: https://arxiv.org/pdf/1711.06396.pdf + Augmentations performed are: + - Random rotation on boxes along with the points that lie inside them + - Random translation on boxes along with the points that lie inside them + - Random global rotation on the entire pointcloud and boxes + - Random global scaling on the entire pointcloud and boxes + + Args: + pc: Pre-filtered pointcloud + boxes: Ground-truth boxes + cfg: Augmentation configurations + + Returns: augmented point cloud and boxes + """ + cfg = cfg if cfg is not None else AugmentationConfig() + + np.random.seed() + + # Perturbate the bounding boxes along with the points inside them + for idx in range(len(boxes)): + box = boxes[idx] + + rotation = np.random.uniform(-cfg.box_rotation, + cfg.box_rotation) + # Normal distribution with std of 1 for x and y, and std of 0.3 for z + translation = np.array([np.random.normal(0, cfg.box_translation[0]), + np.random.normal(0, cfg.box_translation[1]), + np.random.normal(0, cfg.box_translation[2])]) + + center = box.center.copy() + + # Keep a copy in case we want to abort the change + old_box = box.copy() + + # Mask of points in the pointcloud contained in the box + contained_mask = contained_points(pc, box) + + # Transform the bounding box + box.translate(-center) + box.rotate(Quaternion(axis=(0.0, 0.0, 1.0), radians=rotation)) + box.translate(center) + + box.translate(translation) + + # Detect collision with other boxes, and undo the changes if detected + vehicle_box = VehicleBox.from_nuscenes_box(box) + box_upright = upright_shadows(np.array([vehicle_box.to_list()])) + + collision = False + for other_idx in range(len(boxes)): + if other_idx == idx: + continue + other_box = VehicleBox.from_nuscenes_box(boxes[other_idx]) + other_box_upright = upright_shadows( + np.array([other_box.to_list()])) + + with torch.no_grad(): + iou = box_iou(torch.as_tensor(box_upright, dtype=torch.float), + torch.as_tensor(other_box_upright, + dtype=torch.float)) + + if iou > 0: + collision = True + break + + if collision: + boxes[idx] = old_box + continue + + # Rotation matrix for rotating "rotation" radians around the z axis + rotation_matrix = z_rotation_matrix(rotation) + + # Continue if there are no points in this bbox + if pc.points[:3, contained_mask].shape[1] == 0: + continue + + # Rotate the points inside the box around + # the box's center in the z axis + pc.points[:3, contained_mask] -= center.reshape((3, 1)) + pc.points[:3, contained_mask] = np.dot(rotation_matrix, + pc.points[:3, contained_mask]) + pc.points[:3, contained_mask] += center.reshape((3, 1)) + + # Translate the points inside the box + pc.points[:3, contained_mask] += translation.reshape((3, 1)) + + # Rotate the entire point cloud and boxes + global_rotation = np.random.uniform(-cfg.global_rotation, + cfg.global_rotation) + + global_rotation_mat = z_rotation_matrix(global_rotation) + pc.rotate(global_rotation_mat) + + for box in boxes: + box.rotate(Quaternion(axis=(0.0, 0.0, 1.0), radians=global_rotation)) + + # Scale the entire point cloud and boxes + global_scale = np.random.uniform(1.0 - cfg.global_scale, + 1.0 + cfg.global_scale) + pc.points[:3, :] *= global_scale + for box in boxes: + box.center *= global_scale + box.wlh *= global_scale + + return pc, boxes diff --git a/rvfn/datasets/common.py b/rvfn/datasets/common.py new file mode 100644 index 0000000..09a3bcc --- /dev/null +++ b/rvfn/datasets/common.py @@ -0,0 +1,392 @@ +import numpy as np +from nuscenes.nuscenes import Box +from typing import List, Tuple +from pyquaternion import Quaternion + +from rvfn.config.dataset_config import VoxelGridConfig + + +class PointCloud: + """ + Class representing a d-dimensional pointcloud where each point is stored + as a column in the data matrix, and the first 3 dimensions represent + x, y, z coordinates in space. + This class takes code from and is compatible with Nuscenes devkit + PointCloud class:https://github.com/nutonomy/nuscenes-devkit/blob/master/\ + python-sdk/nuscenes/utils/data_classes.py + """ + + def __init__(self, points: np.ndarray): + """ + Initialize a pointcloud and check correctness of dimensions. + Args: + points: , n points of d-dimensions + """ + assert points.ndim == 2 + assert points.shape[0] >= 3, \ + 'Pointcloud must have at least 3 dimensions' + self.points = points + + def nbr_dims(self) -> int: + """ + Returns: number of dimensions of points in pointcloud + """ + return self.points.shape[0] + + def nbr_points(self) -> int: + """ + Returns: number of points in pointcloud + """ + return self.points.shape[1] + + def add_dims(self, arr: np.ndarray): + """ + Adds the values in arr as a new feature dimensions to each point + Args: + arr: d' values for each point + """ + assert arr.shape[1] == self.nbr_points(), 'Array shape: ' + \ + str(arr.shape) + \ + ' -- #points: ' + \ + str(self.nbr_points()) + + self.points = np.vstack((self.points, arr)) + + def add_points(self, arr: np.ndarray, auto_pad=False): + """ + Adds points to pointcloud. + Args: + arr: n' points with d' dimensions. If auto_pad + is false, d' must equal pointcloud nbr_dims + auto_pad: bool, if true the pointcloud dimensions will be padded + with zeros to match arr dimensions. d' must be greater or equal to + pointcloud nbr_dims + """ + if auto_pad: + assert arr.shape[0] >= self.nbr_dims() + diff_dims = arr.shape[0] - self.nbr_dims() + if diff_dims > 0: + self.add_dims(np.zeros((arr.shape[0] - self.nbr_dims(), + self.nbr_points()))) + else: + assert arr.shape[0] == self.nbr_dims() + + self.points = np.concatenate((self.points, arr), axis=1) + + def clone(self): + """ + Returns: A copy of the pointcloud + """ + return PointCloud(self.points.copy()) + + def subsample(self, ratio: float) -> None: + """ + Sub-samples the pointcloud. + Args: + ratio: Fraction of points to keep. + """ + selected_ind = np.random.choice(np.arange(0, self.nbr_points()), + size=int(self.nbr_points() * ratio)) + self.points = self.points[:, selected_ind] + + def translate(self, t: np.ndarray) -> None: + """ + Applies a translation to the point cloud. + Args: + t: . Translation in x, y, z. + """ + for i in range(3): + self.points[i, :] = self.points[i, :] + t[i] + + def rotate(self, rot_matrix: np.ndarray) -> None: + """ + Applies a rotation matrix. + Args: + rot_matrix: . Rotation matrix. + """ + self.points[:3, :] = np.dot(rot_matrix, self.points[:3, :]) + + def transform(self, transf_matrix: np.ndarray) -> None: + """ + Applies a homogeneous transformation. + Args: + transf_matrix: . Homogenous transformation matrix. + """ + homogeneous_points = np.vstack( + (self.points[:3, :], np.ones(self.nbr_points()))) + self.points[:3, :] = transf_matrix.dot(homogeneous_points)[:3, :] + + def shuffle(self): + """ + Randomly shuffles the points in the pointcloud + """ + np.random.shuffle(self.points.T) + + +class VoxelGrid: + def __init__(self, pc: PointCloud, config: VoxelGridConfig = None): + """ + Creates a VoxelGrid from a PointCloud. This may change the input + pointcloud by changing the points order. + Args: + pc: PointCloud, input pointcloud + """ + self.config = config if config is not None else VoxelGridConfig() + + # Randomly shuffle the points + pc.shuffle() + + # voxel coordinates for each point in pointcloud + self.voxels = np.floor( + pc.points[:3, :].T / self.config.voxel_size).astype(np.int32) + + self.voxels, self.points_map, self.num_points_in_voxels = np.unique( + self.voxels, axis=0, + return_inverse=True, + return_counts=True) + + self.max_points = self.config.max_points_per_voxel + + # features array per point + # (+ 3 relative coordinates) + self.features = np.zeros( + shape=(len(self.voxels), self.max_points, pc.nbr_dims() + 3), + dtype=np.float32) + + for i in range(len(self.voxels)): + # Features of points that fall within the ith voxel + points_in_voxel = pc.points[:, self.points_map == i] + + if self.num_points_in_voxels[i] > self.max_points: + points_in_voxel = points_in_voxel[:, :self.max_points] + self.num_points_in_voxels[i] = self.max_points + + pts_xyz = points_in_voxel[:3, :].T + pts_offset_xyz = pts_xyz - np.mean(pts_xyz, axis=0) + + self.features[i, :self.num_points_in_voxels[i], :] = \ + np.concatenate((pts_offset_xyz, points_in_voxel.T), axis=1) + + +class VehicleBox: + def __init__(self, xyz: List[float], wlh: List[float], yaw: float): + self.xyz = xyz + self.wlh = wlh + self.yaw = yaw + + @classmethod + def from_nuscenes_box(cls, box: Box): + xyz = list(box.center) + wlh = list(box.wlh) + yaw, _, _ = box.orientation.yaw_pitch_roll + return cls(xyz, wlh, yaw) + + @classmethod + def from_list(cls, box: List[float]): + """ + Args: + box: [x, y, z, w, l, h, yaw] + """ + box = list(box) + xyz = box[:3] + wlh = box[3:6] + yaw = box[6] + return cls(xyz, wlh, yaw) + + def to_list(self): + return self.xyz + self.wlh + [self.yaw] + + def rotation(self) -> Quaternion: + """ + Get rotation as a quaternion + """ + return Quaternion(axis=(0.0, 0.0, 1.0), radians=self.yaw) + + def rotate(self, angle) -> None: + """ + Rotate the box around its center z axis + Args: + angle: Angle change in radians + """ + self.yaw += angle + + def translate(self, t: np.ndarray) -> None: + """ + Applies a translation. + :param t: . Translation in x, y, z direction. + """ + self.xyz += t + + def corners(self, wlh_factor: float = 1.0) -> np.ndarray: + """ + Returns the bounding box corners. + References: + Taken from nuscenes.data_classes.Box + Args: + wlh_factor: Multiply w, l, h by a factor to scale the box. + Returns: + . First four corners are the ones facing forward. + The last four are the ones facing backwards. + """ + w, l, h = np.array(self.wlh) * wlh_factor + + # 3D bounding box corners. + # (Convention: x points forward, y to the left, z up.) + x_corners = l / 2 * np.array([1, 1, 1, 1, -1, -1, -1, -1]) + y_corners = w / 2 * np.array([1, -1, -1, 1, 1, -1, -1, 1]) + z_corners = h / 2 * np.array([1, 1, -1, -1, 1, 1, -1, -1]) + corners = np.vstack((x_corners, y_corners, z_corners)) + + # Rotate + corners = np.dot(self.rotation().rotation_matrix, corners) + + # Translate + x, y, z = self.xyz + corners[0, :] = corners[0, :] + x + corners[1, :] = corners[1, :] + y + corners[2, :] = corners[2, :] + z + + return corners + + def distance(self, other, criteria='center2d'): + """ + Function for calculating a "distance" measure between two bboxes + Args: + criteria: Distance criteria. Can be one of: + - center2d: L2 distance of box centers in the xy plane. + This is what Nuscenes official evaluation uses for + calculating MAP. + """ + + if criteria == 'center2d': + # L2 distance of box centers in the xy plane + return np.linalg.norm( + np.array(self.xyz[:2]) - np.array(other.xyz[:2])) + else: + raise NotImplementedError + + def __repr__(self): + return str(self.to_list()) + + +def bboxes_to_arrays(bboxes: List[Box]): + ret = np.empty((len(bboxes), 7)) + + for i in range(len(bboxes)): + ret[i] = VehicleBox.from_nuscenes_box(bboxes[i]).to_list() + + return ret + + +def coords_in_range(coords, ranges): + """ + Returns True if a 3D coordinate lies inside a range. + Args: + coords: list or tuple of 3 numbers + ranges: list or tuple of 3 pairs of numbers indicating the range limits + + """ + for ax in range(3): + if not ranges[ax][0] <= coords[ax] <= ranges[ax][1]: + return False + return True + + +def shadow_boxes_corners(bboxes): + """ + Convert 3D bboxes to their shadow in the xy plane represented by the 4 + corner points. + + Args: + bboxes: (N, 7) boxes in format x, y, z, w, l, h, yaw + + Returns: (N, 4, 2) 2D shadow bbox corners + + """ + num_boxes = bboxes.shape[0] + + lengths = bboxes[:, 4] + widths = bboxes[:, 3] + yaws = bboxes[:, -1] + + # The shadows of bboxes centered at 0 + shadows = np.array([[-lengths / 2, -lengths / 2, lengths / 2, lengths / 2], + [widths / 2, -widths / 2, -widths / 2, widths / 2]]) + # (2, 4, num_boxes) -> (num_boxes, 2, 4) + shadows = shadows.transpose((2, 0, 1)) + + # Rotation matrix to match the shadows to bboxes + rot = np.array([ + [np.cos(yaws), -np.sin(yaws)], + [np.sin(yaws), np.cos(yaws)]]) + # (2, 2, num_boxes) -> (num_boxes, 2, 2) + rot = rot.transpose((2, 0, 1)) + + for i in range(rot.shape[0]): + shadows[i] = np.dot(rot[i], shadows[i]) + + # (num_boxes, 2, 4) -> (num_boxes, 4, 2) + shadows = shadows.transpose((0, 2, 1)) + + # Move shadows to their original bbox center location + translation = bboxes[:, :2] + translation = np.tile(translation, (1, 4)).reshape((num_boxes, 4, 2)) + shadows += translation + + return shadows + + +def upright_boxes(boxes_corner): + """ + Converts 2D bounding boxes to their smallest circumscribing box with + sides orthogonal to the axes. + Changes format from 4x2 corner coordinates to 4 coordinates indicating + min_x, min_y, max_x and max_y + + Taken from: + https://github.com/skyhehe123/VoxelNet-pytorch/blob/master/utils.py + + Args: + boxes_corner: (N, 4, 2) bbox corner coordinates + + Returns: + (N, 4) same bboxes in format br_x, br_y, tl_x, tl_y + + """ + N = boxes_corner.shape[0] + + standup_boxes2d = np.zeros((N, 4)) + standup_boxes2d[:, 0] = np.min(boxes_corner[:, :, 0], axis=1) + standup_boxes2d[:, 1] = np.min(boxes_corner[:, :, 1], axis=1) + standup_boxes2d[:, 2] = np.max(boxes_corner[:, :, 0], axis=1) + standup_boxes2d[:, 3] = np.max(boxes_corner[:, :, 1], axis=1) + + return standup_boxes2d + + +def upright_shadows(bboxes): + """ + Converts 7 coded 3D bboxes to smallest upright (orthogonal to axes) boxes + circumscribing their shadow in the xy plane. + + Args: + bboxes: (N, 7) bboxes in format x, y, z, w, l , h, yaw + + Returns: + (N, 4) 2D bboxes in format br_x, br_y, tl_x, tl_y + """ + bboxes_corner = shadow_boxes_corners(bboxes) + return upright_boxes(bboxes_corner) + + +def test(): + boxes = np.array([[1, 2, 3, 4, 5, 6, 0.5], + [3, 4, 0, 1, 2, 1, 2.0], + [5, 5, 5, 1, 3, 4, 0.6]]) + + shadows = shadow_boxes_corners(boxes) + print(shadows) + + +if __name__ == '__main__': + test() diff --git a/rvfn/datasets/dataset.py b/rvfn/datasets/dataset.py new file mode 100644 index 0000000..66d1e9c --- /dev/null +++ b/rvfn/datasets/dataset.py @@ -0,0 +1,31 @@ +""" +Common interface for loading datasets from files +""" + +import pickle5 as pickle +import json +from os import path + + +class SerializedDataset: + def __init__(self, dataset_path: str, samples_filepath: str): + """ + Args: + dataset_path: Dataset directory path + samples_filepath: Path to a file containing a json array of sample + tokens. + """ + self.dataset_path = dataset_path + + with open(samples_filepath, 'r') as f: + self.samples = json.load(f) + + def __getitem__(self, idx): + file_path = path.join(self.dataset_path, + self.samples[idx]) + '.pickle' + + with open(file_path, 'rb') as f: + return pickle.load(f) + + def __len__(self): + return len(self.samples) diff --git a/rvfn/datasets/nuscenes_fusion.py b/rvfn/datasets/nuscenes_fusion.py new file mode 100644 index 0000000..b6044f7 --- /dev/null +++ b/rvfn/datasets/nuscenes_fusion.py @@ -0,0 +1,534 @@ +import numpy as np +from os import path +import json +import logging + +import torch +from torch.utils.data import Dataset +from pyquaternion import Quaternion +import matplotlib.pyplot as plt +import PIL.Image as pil + +from rvfn.utils.nuscenes_utils import \ + load_and_transform_lidar_to_cam, Category, get_bbox_anns_in_fov +from rvfn.datasets.common import PointCloud, VoxelGrid, \ + bboxes_to_arrays, coords_in_range, VehicleBox +from rvfn.utils.pointcloud import project_points, back_project_img +from rvfn.utils.depth_completion import KnnDepth, MaskedConvDepth, \ + ModifiedIpBasicDepth +from rvfn.utils.visualization_helpers import \ + render_ego_centric_map, render_annotation, get_colors +from rvfn.datasets.augment import augment +from rvfn.config.dataset_config import NuscenesDatasetConfig + +from nuscenes.nuscenes import NuScenes +from nuscenes.utils.data_classes import RadarPointCloud + + +class NuscenesFusionDataset(Dataset): + + def __init__(self, config: NuscenesDatasetConfig = None, + samples_filepath: str = None, perturb=False): + """ + Args: + config: Dataset config + samples_filepath: Path to a file containing a json array of sample + tokens. Entire dataset will be used if None. + perturb: Will randomly perturb the samples as a form of on-the-fly + augmentation if True + """ + self.config = config if config is not None else NuscenesDatasetConfig() + self.perturb = perturb + + # Dictionary indicating the feature indices in the output pointcloud + self.feats = { + 'x': 0, 'y': 1, 'z': 2 + } + if self.config.use_lidar: + self.feats['intensity'] = 3 + if self.config.use_rgb: + self.feats['r'] = 4 + self.feats['g'] = 5 + self.feats['b'] = 6 + if self.config.use_radar: + self.feats['rcs'] = 7 + self.feats['vx'] = 8 + self.feats['vy'] = 9 + elif self.config.use_radar: + self.feats['rcs'] = 4 + self.feats['vx'] = 5 + self.feats['vy'] = 6 + elif self.config.use_radar: + self.feats['rcs'] = 3 + self.feats['vx'] = 4 + self.feats['vy'] = 5 + else: + raise AttributeError('At least one of use_lidar or use_radar ' + 'must be True') + + logging.info('Loading dataset...') + nusc_root = path.expanduser(self.config.root_path) + self.nusc = NuScenes(version=self.config.version, + dataroot=nusc_root, verbose=False) + + if samples_filepath is None: + self.samples = self.nusc.sample + else: + with open(samples_filepath, 'r') as f: + sample_tokens = json.load(f) + self.samples = [self.nusc.get('sample', token) for token in + sample_tokens] + + self.offsets = np.array(self.config.coord_offsets) \ + if self.config.coord_offsets is not None else None + + if self.config.auto_offset: + self.offsets = np.array((0, 0, 0)) + ranges = self.config.pointcloud_range + assert ranges is not None, 'Auto-offset only works if a ' \ + 'pointcloud-range is specified' + + for ax in range(3): + self.offsets[ax] = -ranges[ax][0] if ranges[ax][0] < 0 else 0 + + logging.info('Coord offset: {}'.format(self.offsets)) + + self.categories = [[Category(cat) for cat in label] for + label in self.config.categories] + + logging.info('Dataset loaded. Num samples: {}'.format(len(self))) + + def get_sample(self, idx): + """ + Returns a fused pointcloud and associated annotations for a sample. + Args: + idx: sample index + + Returns: + - A PointCloud where the dimensions are in the order specified + in self.feats + - A list of Boxes denoting annotations + - Token for nuScenes sample + + """ + sample = self.samples[idx] + + if self.config.use_lidar: + pc = get_camera_fused_pointcloud(self.nusc, sample, + self.config.cam_name, + self.config.min_dist, + self.config.lidar_sweeps, + self.config.use_rgb, + self.config.fill_type) + + # Randomly subsample the pointcloud if there are more points than + # maximum allowed. + if pc.nbr_points() > self.config.max_points: + pc.subsample(self.config.max_points / pc.nbr_points()) + + if self.config.use_radar: + radar_pc_raw = get_radar_pointcloud(self.nusc, sample, + self.config.radar_name, + self.config.radar_sweeps) + + radar_xyz = radar_pc_raw.points[:3, :] + radar_rcs = radar_pc_raw.points[5:6, :] + radar_vel_comp = radar_pc_raw.points[8:10, :] + + radar_pc = PointCloud(radar_xyz) + + if self.config.use_lidar: + # Zeros for intensity + R, G, and B if applicable + extra_dims = 4 if self.config.use_rgb else 1 + radar_pc.add_dims(np.zeros((extra_dims, + radar_pc.nbr_points()))) + radar_pc.add_dims(radar_rcs) + radar_pc.add_dims(radar_vel_comp) + + if self.config.use_lidar: + pc.add_points(radar_pc.points, auto_pad=True) + else: + pc = radar_pc + + # Desired categories of objects. This should be flattened because + # sub-lists indicate labeling groups, and we don't care about that + # here. + flatten_categories = [cat for sublist in self.categories for cat + in sublist] + # Get ground-truth bboxes in camera FOV + boxes = get_bbox_anns_in_fov(self.nusc, sample, + self.config.cam_name, + self.config.img_size, + flatten_categories) + + # Random augmentation + if self.perturb: + pc, boxes = augment(pc, boxes, self.config.augmentation_config) + + # Remove points and boxes that are outside config.pointcloud_range + ranges = self.config.pointcloud_range + if ranges is not None: + mask = np.ones(pc.nbr_points()) + for ax in range(3): + mask = np.logical_and(mask, + ranges[ax][0] < pc.points[ax, :]) + mask = np.logical_and(mask, + pc.points[ax, :] < ranges[ax][1]) + pc.points = pc.points[:, mask] + + boxes = [box for box in boxes if + coords_in_range(box.center, ranges)] + + # Translate coordinates by offset + if self.offsets is not None: + pc.translate(self.offsets) + for box in boxes: + box.translate(self.offsets) + + return pc, boxes, self.samples[idx]['token'] + + def __len__(self): + return len(self.samples) + + def __getitem__(self, idx): + pc, boxes, token = self.get_sample(idx) + + # Assigned label to each box based on conf.categories + labels = [] + for bbox in boxes: + for c_id, category_group in enumerate(self.categories): + if Category(bbox.name) in category_group: + labels.append(c_id) + break + # boxes that are not in any of the desired categories are + # already filtered out in get_sample() + + labels = torch.as_tensor(labels) + bboxes7d = torch.as_tensor(bboxes_to_arrays(boxes)) + + voxel_grid = VoxelGrid(pc, self.config.voxel_grid_config) + voxels = torch.as_tensor(voxel_grid.voxels) + features = torch.as_tensor(voxel_grid.features) + + return {'voxels': voxels, + 'features': features, + 'bboxes': bboxes7d, + 'labels': labels, + 'sample_token': token} + + def visualize_sample_bev(self, idx, predicted_bboxes=None, + predicted_scores=None): + """ + Visualize a sample in bird's eye view + Args: + idx: Sample index + predicted_bboxes: List of predicted bounding boxes to draw + predicted_scores: List of scores for predicted bboxes + + Returns: matplotlib figure + + """ + pc, bboxes, token = self.get_sample(idx) + + # Move point cloud back to their original coordinates + pc.translate(-self.offsets) + + # Get scene map and ego pose + scene = self.nusc.get('scene', self.samples[idx]['scene_token']) + log = self.nusc.get('log', scene['log_token']) + scene_map = self.nusc.get('map', log['map_token']) + ref_data = self.nusc.get('sample_data', + self.samples[idx]['data']['LIDAR_TOP']) + pose = self.nusc.get('ego_pose', ref_data['ego_pose_token']) + + fig = plt.figure(figsize=(12, 12)) + ax = fig.add_subplot(1, 1, 1) + + axes_limits = [5, 55, 20, 20] + + try: + render_ego_centric_map(scene_map=scene_map, + ego_pose=pose, + axes_limits=axes_limits, + ax=ax) + except IndexError: + # This is required since some nuScenes maps are corrupted + pass + + for box in bboxes: + box.translate(-self.offsets) + render_annotation(box, color=get_colors('primary')[2], ax=ax, + linewidth=0.7) + + if predicted_bboxes is not None: + for idx, box in enumerate(predicted_bboxes): + box = VehicleBox.from_list(box) + box.translate(-self.offsets) + # continue + render_annotation(box, color=get_colors('accent')[1], ax=ax, + linewidth=4.0) + if predicted_scores is not None: + ax.text(box.xyz[0], box.xyz[1], + round(predicted_scores[idx], 4), + fontsize=9) + + if self.config.use_radar: + radar_mask = np.zeros(pc.nbr_points(), dtype=bool) + radar_mask = np.logical_or(radar_mask, + pc.points[self.feats['vx'], :] != 0) + radar_mask = np.logical_or(radar_mask, + pc.points[self.feats['vy'], :] != 0) + + radar_points = pc.points[:, radar_mask] + lidar_points = pc.points[:, ~radar_mask] + + ax.quiver(radar_points[0, :], radar_points[1, :], + radar_points[self.feats['vx'], :], + radar_points[self.feats['vy'], :], + color=get_colors('accent')[2], + scale=200.0, width=0.005, headwidth=3.0, + headlength=3.0, headaxislength=3.0, minlength=0.5) + + ax.scatter(radar_points[0, :], radar_points[1, :], + color=get_colors('accent')[2], s=4.0) + else: + lidar_points = pc.points + + # Show point clouds + ax.scatter(lidar_points[0, :], lidar_points[1, :], + color=get_colors('primary')[0], s=2.0) + + # Show ego vehicle + ax.plot(0, 0, 'x', color=get_colors('primary')[2]) + + # Limit visible range + ax.set_xlim(-axes_limits[0], axes_limits[1]) + ax.set_ylim(-axes_limits[2], axes_limits[3]) + + # Format axes + ax.axis('off') + ax.set_aspect('equal') + + plt.close(fig) + return fig + + def get_ego_pose(self, idx): + lidar_token = self.samples[idx]['data']['LIDAR_TOP'] + lidar = self.nusc.get('sample_data', lidar_token) + + return self.nusc.get('ego_pose', lidar['ego_pose_token']) + + +def find_sample_idx(dataset, token): + """ + Find sample idx from token in dataset + """ + for idx, sample in enumerate(dataset.samples): + if sample['token'] == token: + return idx + + return None + + +def make_depth_map(width, height, points, depths): + """ + Make a 2D array of depths + Args: + width: Array width + height: Array height + points: 2xn array of points, where the first dimension is u and the + second v. + depths: Array of size n, containing the depth of each of the points. + + Returns: 2D depth map + """ + depth_map = np.zeros((height, width)) + for i in range(len(depths)): + depth_map[int(points[1][i])][int(points[0][i])] = depths[i] + + return depth_map + + +def get_camera_fused_pointcloud(nusc: NuScenes, sample, + cam_name='CAM_FRONT', + min_dist=1.0, + nsweeps=5, + fuse_camera=True, + fill_method=None): + """ + Loads points from lidar pointcloud, finds the points that are within a + camera's FOV, and the color of the corresponding points in the camera's + image. Optionally will estimate depths for more camera pixels based on the + lidar points and will add them to the returned pointcloud. + Args: + nusc: Nuscenes instance + sample: Nuscenes sample + cam_name: Name of the camera + min_dist: Distance in meters below which points will be ignored + nsweeps: Number of lidar sweeps to use + fuse_camera: Weather to add color dimension to the pointcloud + fill_method: + - None: No depth completion performed + - 'ipbasic': depth completion based on ip-basic + - 'knn': depth completion based on KNN regression. + - 'maskconv': depth completion with masked convolutions. + This parameter will be ignored if fuse_camera is false + + Returns: PointCloud containing only the points that are within the + camera's field of view transformed to ego vehicle reference frame. + + Some of the logic in this function is taken from map_pointcloud_to_image + function in the Nuscenes dev-kit: + https://github.com/nutonomy/nuscenes-devkit/python-sdk/nuscenes/ + nuscenes.py#L532 + """ + + pc = PointCloud(load_and_transform_lidar_to_cam(nusc, sample, cam_name, + nsweeps).points) + + camera_token = sample['data'][cam_name] + cam = nusc.get('sample_data', camera_token) + cs_record = nusc.get('calibrated_sensor', cam['calibrated_sensor_token']) + + im = pil.open(path.join(nusc.dataroot, cam['filename'])) + + # Nuscenes pointcloud point dimensions start with x, y, and z coordinates. + depths = pc.points[2, :] + + p_points, mask = project_points(pc.points[:3, :], + np.array(cs_record['camera_intrinsic']), + im.size, min_dist) + + depths = depths[mask] + p_points = p_points[:, mask] + + pc.points = pc.points[:, mask] + + pc = PointCloud(pc.points) + + if fuse_camera: + # Get colors of the projected points from the RGB image + colors = [] + for p in list(zip(p_points[0], p_points[1])): + colors.append(im.getpixel(p)) + + if fill_method is not None: + depth_map = make_depth_map(im.size[0], im.size[1], p_points, + depths) + # Create a mask of non-zero values in the old depth map + # (corresponding to the real lidar points) + real_lidar_mask = np.ma.masked_not_equal(depth_map, 0) + + if fill_method == 'ipbasic': + filler = ModifiedIpBasicDepth() + depth_map = filler.fill_depth(depth_map) + elif fill_method == 'knn': + filler = KnnDepth(depth_map) + depth_map = filler.fill_depth() + elif fill_method == 'maskconv': + filler = MaskedConvDepth(depth_map, real_lidar_mask) + depth_map = filler.fill_depth() + else: + print("Fill method not recognized") + return + + # Set the depth on pixels corresponding to real lidar points to + # zero, so that we can filter them out, and add the originals + # later. This is to retain the original values in other + # dimensions. + np.putmask(depth_map, real_lidar_mask, 0) + + filled_points, filled_colors = back_project_img( + depth_map, np.array(cs_record['camera_intrinsic']), im) + + filled_points = np.array(filled_points) + filled_colors = np.array(filled_colors) + + dist_mask = np.ones(len(filled_points), dtype=bool) + dist_mask = np.logical_and(dist_mask, + filled_points[:, 2] > min_dist) + filled_points = filled_points[dist_mask] + filled_colors = filled_colors[dist_mask] + + filled_points = filled_points.T + filled_points = np.vstack( + (filled_points, np.zeros((1, filled_points.shape[1])))) + pc.points = np.append(pc.points, filled_points, axis=1) + + colors = np.append(colors, filled_colors, axis=0) + + pc.add_dims(np.array(colors).T) + + pc.rotate(Quaternion(cs_record['rotation']).rotation_matrix) + pc.translate(np.array(cs_record['translation'])) + + return pc + + +def get_radar_pointcloud(nusc: NuScenes, sample, + radar_name='RADAR_FRONT', + nsweeps=5): + """ + Load radar pointcloud and transform to ego vehicle reference frame + Args: + nusc: Nuscenes instance + sample: Nuscenes sample + radar_name: Name of the radar sensor + nsweeps: Number of radar sweeps + + Returns: PointCloud with dimensions in the following order: + x y z dyn_prop id rcs vx vy vx_comp vy_comp is_quality_valid + ambig_state x_rms y_rms invalid_state pdh0 vx_rms vy_rms + """ + sd_token = sample['data'][radar_name] + sd_record = nusc.get('sample_data', sd_token) + sample_rec = nusc.get('sample', sd_record['sample_token']) + chan = sd_record['channel'] + ref_chan = radar_name + + pc, _ = RadarPointCloud.from_file_multisweep(nusc, + sample_rec, + chan, ref_chan, + nsweeps=nsweeps) + + pc = PointCloud(pc.points) + + radar_cs_record = nusc.get('calibrated_sensor', + sd_record['calibrated_sensor_token']) + pc.rotate(Quaternion(radar_cs_record['rotation']).rotation_matrix) + pc.translate(np.array(radar_cs_record['translation'])) + + return pc + + +def get_radar_pointcloud_in_fov(nusc: NuScenes, sample, + radar_name='RADAR_FRONT', + cam_name='CAM_FRONT', + nsweeps=5): + radar_token = sample['data'][radar_name] + camera_token = sample['data'][cam_name] + + cam = nusc.get('sample_data', camera_token) + radar = nusc.get('sample_data', radar_token) + + pc = get_radar_pointcloud(nusc, sample, radar_name, nsweeps) + + # transform to the global frame. + poserecord = nusc.get('ego_pose', radar['ego_pose_token']) + pc.rotate(Quaternion(poserecord['rotation']).rotation_matrix) + pc.translate(np.array(poserecord['translation'])) + + # transform into the ego vehicle frame for the timestamp of + # the image. + poserecord = nusc.get('ego_pose', cam['ego_pose_token']) + pc.translate(-np.array(poserecord['translation'])) + pc.rotate(Quaternion(poserecord['rotation']).rotation_matrix.T) + + # transform into the camera. + cs_record = nusc.get('calibrated_sensor', cam['calibrated_sensor_token']) + pc.translate(-np.array(cs_record['translation'])) + pc.rotate(Quaternion(cs_record['rotation']).rotation_matrix.T) + + intrinsics = np.array(cs_record['camera_intrinsic']) + + pass diff --git a/rvfn/eval.py b/rvfn/eval.py new file mode 100644 index 0000000..ad3aaa2 --- /dev/null +++ b/rvfn/eval.py @@ -0,0 +1,379 @@ +import numpy as np +from typing import List +import json +import torch +import logging +import argparse +from copy import deepcopy + +from nuscenes.eval.common.utils import center_distance +from nuscenes.eval.detection.data_classes import DetectionMetricData, \ + DetectionBox +from nuscenes.eval.common.data_classes import EvalBoxes +from nuscenes.eval.detection.algo import calc_ap, calc_tp, accumulate +from pyquaternion import Quaternion +import matplotlib.pyplot as plt +from torch.utils.tensorboard import SummaryWriter +import torch.utils.data as data + +from rvfn.datasets.dataset import SerializedDataset +from rvfn.datasets.nuscenes_fusion import NuscenesFusionDataset +from rvfn.model.model import RadarVoxelFusionNet +from rvfn.model.target import LossTargetGenerator +from rvfn.config.pipeline_config import PipelineConfig +from rvfn.config.eval_config import EvalConfig +from rvfn.config.infer_config import InferConfig +from rvfn.utils.collate import collate +from rvfn.infer import run, post_process + + +class Metrics: + """ + Calculate average precision, and translation, scale, and orientation + error according to official Nuscenes evaluation: + https://www.nuscenes.org/object-detection + """ + + def __init__(self, md: DetectionMetricData): + self.precision = md.precision + self.recall = md.recall + + self.ap = calc_ap(md, 0.1, 0.1) + self.scale_err = calc_tp(md, 0.1, 'scale_err') + self.trans_err = calc_tp(md, 0.1, 'trans_err') + self.orient_err = calc_tp(md, 0.1, 'orient_err') + + def serialize(self) -> dict: + return { + 'precision': list(self.precision), + 'recall': list(self.recall), + 'average_precision': self.ap, + 'scale_error': self.scale_err, + 'translation_error': self.trans_err, + 'orientation_error': self.orient_err + } + + +class MetricsMean: + """ + An accumulation of metrics at different thresholds + """ + + def __init__(self, metrics_list: List[Metrics], + distance_thresholds: List[float]): + """ + Args: + metrics_list: List of metrics at different distance thresholds + distance_thresholds: List of distance thresholds used to create the + metrics + """ + self.metrics_list = metrics_list + self.distance_thresholds = distance_thresholds + num_metrics = len(self.metrics_list) + + self.metrics_dict = {} + for idx in range(num_metrics): + self.metrics_dict[distance_thresholds[idx]] = \ + metrics_list[idx].serialize() + + self.mAP = sum( + [metric.ap for metric in metrics_list]) / num_metrics + self.mATE = sum( + [metric.trans_err for metric in metrics_list]) / num_metrics + self.mASE = sum( + [metric.scale_err for metric in metrics_list]) / num_metrics + self.mAOE = sum( + [metric.orient_err for metric in metrics_list]) / num_metrics + + def serialize(self) -> dict: + return { + 'threshold_metrics': self.metrics_dict, + 'mAP': self.mAP, + 'mATE': self.mATE, + 'mASE': self.mASE, + 'mAOE': self.mAOE + } + + def print(self): + print('mAP: ', self.mAP) + print('mATE: ', self.mATE) + print('mASE: ', self.mASE) + print('mAOE: ', self.mAOE) + + +def get_pr_curves(metrics_mean: MetricsMean): + """ + Make Precision-Recall curves as matplotlib figures from Metrics + """ + metrics_list = metrics_mean.metrics_list + thresholds = metrics_mean.distance_thresholds + + fig, axs = plt.subplots(2, 2) + axs[0, 0].plot(metrics_list[0].recall, metrics_list[0].precision) + axs[0, 0].set_title('@' + str(thresholds[0]) + 'm') + + axs[0, 1].plot(metrics_list[1].recall, metrics_list[1].precision) + axs[0, 1].set_title('@' + str(thresholds[1]) + 'm') + + axs[1, 0].plot(metrics_list[2].recall, metrics_list[2].precision) + axs[1, 0].set_title('@' + str(thresholds[2]) + 'm') + + axs[1, 1].plot(metrics_list[3].recall, metrics_list[3].precision) + axs[1, 1].set_title('@' + str(thresholds[3]) + 'm') + + for ax in axs.flat: + ax.label_outer() + + return fig + + +def write_metrics(metrics: MetricsMean, writer: SummaryWriter, step, + prefix='val'): + """ + Write metrics to Tensorboard + Args: + prefix: Adds this string to the name of each scalar in Tensorboard + """ + + # Make a precision-recall plot for the last metric using matplotlib + fig = get_pr_curves(metrics) + + writer.add_figure(prefix + 'Precision-Recall', fig, step) + + writer.add_scalar(prefix + 'mAP', metrics.mAP, step) + writer.add_scalar(prefix + 'mATE', metrics.mATE, step) + writer.add_scalar(prefix + 'mASE', metrics.mASE, step) + writer.add_scalar(prefix + 'mAOE', metrics.mAOE, step) + + +def make_detection_box(box: torch.Tensor, score: float, sample_token: str): + translation = tuple(box[:3]) + size = tuple(box[3:6]) + + rotation = tuple(Quaternion(axis=(0.0, 0.0, 1.0), radians=box[6])) + + # placeholder for velocity as we don't currently predict that + velocity = (0, 0) + + return DetectionBox(sample_token, translation, size, rotation, velocity, + detection_name='car', detection_score=score) + + +def evaluate(net: RadarVoxelFusionNet, + dataset, + target_generator: LossTargetGenerator, + score_criteria, + reg_criteria, + dir_criteria, + device, + dataset_fraction: float = 1.0, + metrics_file_path=None, + pr_curve_file_path=None, + eval_config: EvalConfig = None, + infer_config: InferConfig = None, + calc_loss: bool = True) -> (List[Metrics], float, float): + """ + Calculates precision and recall of a model on a dataset. + Args: + net: Model to be evaluated + dataset: Dataset to run the evaluation on + target_generator: Target generator that was used for training the + network + score_criteria: Bbox score loss function. + reg_criteria: Regression loss function + dir_criteria: Direction loss function + device: Torch device to run the model on + dataset_fraction: Fraction of dataset to use. If less than one, an + evenly spaced subset of dataset will be used. If you want to + evaluate on a random subset, shuffle the dataset before passing it + to this function. + metrics_file_path: Where to save the results + pr_curve_file_path: Path to a png file where the PR curve of the last + metrics threshold will be saved + eval_config: Evaluation config options + calc_loss: Whether to calculate loss + + Returns: + - A MetricsMean object + - Bbox score loss, None if calc_loss=False + - Regression loss, None if calc_loss=False + - Direction loss, None if calc_loss=False + + """ + eval_config = eval_config if eval_config is not None else EvalConfig() + infer_config = infer_config if infer_config is not None else InferConfig() + + net.eval() + + with torch.no_grad(): + # Deep copy as we may want to change the dataset samples and settings + dataset = deepcopy(dataset) + dataset.perturb = False + + if dataset_fraction < 1.0: + num_samples = int(len(dataset) * dataset_fraction) + # A list of evenly spaced sample indices to evaluate on. + # Will be equivalent to all indices in the dataset if + # dataset_fraction = 1.0 + sample_inds = np.round( + np.linspace(0, len(dataset) - 1, num_samples)).astype(int) + + dataset.samples = [dataset.samples[idx] for idx in sample_inds] + + val_loader = data.DataLoader(dataset, collate_fn=collate, + batch_size=eval_config.batch_size, + num_workers=eval_config.data_loader_workers) + + all_pred_bboxes = EvalBoxes() + all_gt_bboxes = EvalBoxes() + + mean_reg_loss = 0 + mean_score_loss = 0 + mean_dir_loss = 0 + + for i, sample in enumerate(val_loader): + if i % 100 == 0: + logging.info('Running predictions for batch {}'.format(i)) + + voxels, features, gt_bboxes, labels, tokens = sample + + scores, regs, dirs = run(net, voxels, features) + + bbox_targets, reg_targets, dir_targets, _, positive, negative, \ + ignore = target_generator.get_targets(gt_bboxes) + + if calc_loss: + mean_score_loss += score_criteria(scores, + bbox_targets.to(device), + positive.to(device), + negative.to(device)) + mean_reg_loss += reg_criteria(regs, reg_targets.to(device), + positive.to(device)) + + if target_generator.config.sine_yaw_targets: + mean_dir_loss += dir_criteria(dirs, dir_targets.to(device), + positive.to(device)) + + # Predicted bboxes and scores for each sample in batch + batch_bboxes, batch_bbox_scores = post_process(target_generator, + scores, regs, + dirs, + infer_config) + for idx in range(len(batch_bboxes)): + sample_bboxes = batch_bboxes[idx] + sample_bbox_scores = batch_bbox_scores[idx] + + # Convert ground-truth and predicted bboxes to nuScenes + # EvalBoxes + sample_bboxes = \ + [make_detection_box(sample_bboxes[_], + sample_bbox_scores[_].item(), + tokens[idx]) + for _ in range(sample_bboxes.shape[0])] + + sample_gt_bboxes = \ + [make_detection_box(gt_bboxes[idx][_], + -1.0, tokens[idx]) + for _ in range(gt_bboxes[idx].shape[0])] + + all_pred_bboxes.add_boxes(tokens[idx], sample_bboxes) + all_gt_bboxes.add_boxes(tokens[idx], sample_gt_bboxes) + + if calc_loss: + mean_score_loss /= len(val_loader) + mean_reg_loss /= len(val_loader) + mean_dir_loss /= len(val_loader) + else: + mean_score_loss = None + mean_reg_loss = None + mean_dir_loss = None + + metrics_list = [] + for dist_th in eval_config.distance_thresholds: + logging.info( + 'calculating metrics for dist threshold {}'.format(dist_th)) + dm = accumulate(all_gt_bboxes, all_pred_bboxes, 'car', + center_distance, dist_th) + metrics_list.append(Metrics(dm)) + metrics_mean = MetricsMean(metrics_list, + eval_config.distance_thresholds) + + if metrics_file_path is not None: + with open(metrics_file_path, 'w+') as file: + json.dump(metrics_mean.serialize(), file) + + if pr_curve_file_path is not None: + fig = get_pr_curves(metrics_mean) + fig.savefig(pr_curve_file_path) + + return metrics_mean, mean_score_loss, mean_reg_loss, mean_dir_loss + + +def main(): + parser = argparse.ArgumentParser() + + parser.add_argument("pipeline_config", + help="Pipeline configuration json file") + + parser.add_argument("eval_config", + help="Evaluation configuration json file") + + parser.add_argument("checkpoint", help="checkpoint file") + + parser.add_argument("--val_samples", + help="Path to json file containing validation samples'" + " tokens", default=None) + + parser.add_argument("--fraction", help="Fraction of dataset to use", + default=1.0, type=float) + + parser.add_argument("--output", help="Path to metrics output file", + default=None) + parser.add_argument("--pr_output", help="Path to PR curve output file", + default=None) + + parser.add_argument("--serialized", + help="Load from a serialized dataset. " + "Path to the dataset files directory") + args = parser.parse_args() + + logging.basicConfig( + format='%(asctime)s %(levelname)-8s %(message)s', + level=logging.INFO, datefmt='%Y-%m-%d %H:%M:%S') + + checkpoint = torch.load(args.checkpoint) + + pipeline_cfg = PipelineConfig.from_file(args.pipeline_config) + eval_cfg = EvalConfig.from_file(args.eval_config) + + if args.serialized is not None: + dataset = SerializedDataset(args.serialized, + args.val_samples) + else: + dataset = NuscenesFusionDataset(pipeline_cfg.dataset_config, + args.val_samples, + perturb=False) + + gpu_zero = eval_cfg.device_ids[0] + device = torch.device( + 'cuda:' + str(gpu_zero) if gpu_zero is not None else "cpu") + + net = RadarVoxelFusionNet(pipeline_cfg.model_config) + net.load_state_dict(checkpoint['model_state_dict']) + net.to(device) + + target_generator = LossTargetGenerator(pipeline_cfg.target_config, device) + + metrics, _, _, _ = evaluate(net, dataset, target_generator, + None, None, None, + device, args.fraction, args.output, + args.pr_output, + eval_cfg, + pipeline_cfg.infer_config, + calc_loss=False) + + metrics.print() + + +if __name__ == '__main__': + main() diff --git a/rvfn/infer.py b/rvfn/infer.py new file mode 100644 index 0000000..5893e99 --- /dev/null +++ b/rvfn/infer.py @@ -0,0 +1,244 @@ +import argparse +from pathlib import Path +import time +import json + +import torch +from torchvision.ops import nms +from progressbar import progressbar + +from rvfn.datasets.nuscenes_fusion import NuscenesFusionDataset +from rvfn.model.model import RadarVoxelFusionNet +from rvfn.model.target import LossTargetGenerator, upright_shadows +from rvfn.utils.collate import collate +from rvfn.config.infer_config import InferConfig +from rvfn.config.pipeline_config import PipelineConfig +from rvfn.utils.results_dict import make_result_dict + + +def run(model: RadarVoxelFusionNet, + voxels: torch.Tensor, + features: torch.Tensor): + """ + Run model on a batch of data + Args: + model: model instance + voxels: (num_anchors_in_batch, 4) where the first 3 + numbers are voxel coordinates, and the 4th indicates the + sample id in batch. + features: (num_voxels, num_features) sparse features tensor + + Returns: + scores: (batch_size, num_anchors,) probability of objectness per anchor + regs: (batch_size, num_anchors, 7) bbox regression values + dirs: (batch_size, num_anchors,) direction prediction for each anchor + + """ + device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu") + + scores, regs, dirs = model(voxels.to(device), features.to(device)) + + return scores, regs, dirs + + +def post_process(target_generator: LossTargetGenerator, + scores, regs, dirs, config: InferConfig): + """ + Post process the model outputs to create predicted bounding boxes + Args: + target_generator: + scores: (batch_size, num_anchors) + regs: (batch_size, num_anchors, 7) + dirs: (batch_size, num_anchors) + config: + + Returns: + bboxes: list[(, 7), len=batch_size] + bbox_scores: list[(,), len=batch_size] + """ + batch_size = scores.shape[0] + + bboxes = [] + bbox_scores = [] + + for idx in range(batch_size): + sample_bboxes = target_generator.apply_regs(regs[idx], dirs[idx]).cpu() + sample_scores = scores[idx].cpu() + + # Filter low confidence bboxes + min_conf_inds = torch.where(sample_scores > config.min_confidence)[0] + sample_bboxes = sample_bboxes[min_conf_inds] + sample_scores = sample_scores[min_conf_inds] + + # Non Maximum Suppression + upright_bboxes = torch.as_tensor(upright_shadows( + sample_bboxes.numpy()), dtype=torch.float) + nms_inds = nms(upright_bboxes, sample_scores, config.nms_threshold) + + sample_bboxes = sample_bboxes[nms_inds] + sample_scores = sample_scores[nms_inds] + + bboxes.append(sample_bboxes) + bbox_scores.append(sample_scores) + + return bboxes, bbox_scores + + +def infer(model: RadarVoxelFusionNet, + target_generator: LossTargetGenerator, + sample, + config: InferConfig): + """ + Run inference on a single sample + + Args: + model: Model instance + target_generator: Target generator that was used for training the model + sample: A single sample from nuScenesFusionDataset + config: Inference configurations + + Returns: + bboxes: (, 7) + scores: (,) + + """ + with torch.no_grad(): + model.eval() + + voxels, features, gt_bboxes, labels, tokens = collate([sample]) + + scores, regs, dirs = run(model, voxels, features) + + bboxes, scores = post_process(target_generator, scores, + regs, dirs, config) + + return bboxes[0], scores[0] + + +def make_results_dict(tokens, ego_poses, offsets, bboxes_list, scores_list, + detection_name='car'): + """ + Creates a results dictionary in compliance with official nuScenes + submission format: + https://www.nuscenes.org/object-detection/ + Args: + tokens: List of sample tokens + ego_poses: nuScenes ego pose record for each sample + offsets: Dataset offset + bboxes_list: Predictions for each sample + scores_list: Prediction scores for each sample + detection_name: The class of the predictions + + Returns: results dict + """ + ret = {} + for sample_idx in range(len(tokens)): + token = tokens[sample_idx] + ego_pose = ego_poses[sample_idx] + ret[token] = [] + + for pred_idx in range(len(bboxes_list[sample_idx])): + bbox = bboxes_list[sample_idx][pred_idx] + + sample_result = make_result_dict(token, bbox, offsets, ego_pose, + scores_list[sample_idx][pred_idx], + detection_name) + ret[token].append(sample_result) + + return ret + + +def main(): + parser = argparse.ArgumentParser() + + parser.add_argument('pipeline_config', + help='Pipeline configuration json file') + parser.add_argument('checkpoint', help='Checkpoint file') + parser.add_argument('out', help='Output path') + parser.add_argument('--min_conf', type=float, + help='Override min confidence score in config.') + parser.add_argument('--samples', + help='Path to json file containing samples tokens to' + ' infer on. Entire dataset will be used if not' + ' provided.', default=None) + parser.add_argument('--display_conf', + help='Display confidence for predicted bboxes', + action='store_true') + parser.add_argument('--write_preds', + help='Write predictions dict to disk', + action='store_true') + + args = parser.parse_args() + + device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu") + + pipeline_cfg = PipelineConfig.from_file(args.pipeline_config) + if args.min_conf is not None: + pipeline_cfg.infer_config.min_confidence = args.min_conf + + model = RadarVoxelFusionNet(pipeline_cfg.model_config).to(device) + + checkpoint = torch.load(args.checkpoint) + model.load_state_dict(checkpoint['model_state_dict']) + model.eval() + + dataset = NuscenesFusionDataset(pipeline_cfg.dataset_config, + args.samples, perturb=False) + + target_generator = LossTargetGenerator(pipeline_cfg.target_config, device) + + out_path = Path(args.out) + out_path.mkdir(parents=True, exist_ok=True) + + tokens = [] + ego_poses = [] + bboxes_list = [] + scores_list = [] + + total_time_preprocess = 0 + total_time_infer = 0 + + for idx in progressbar(range(len(dataset))): + start = time.time() + + sample = dataset[idx] + + total_time_preprocess += time.time() - start + start = time.time() + + bboxes, scores = infer(model, target_generator, sample, + pipeline_cfg.infer_config) + + total_time_infer += time.time() - start + + tokens.append(sample['sample_token']) + ego_poses.append(dataset.get_ego_pose(idx)) + bboxes_list.append(bboxes.numpy().astype(float)) + scores_list.append(scores.numpy().astype(float)) + + if args.display_conf: + fig = dataset.visualize_sample_bev(idx, bboxes.numpy(), + scores.numpy()) + else: + fig = dataset.visualize_sample_bev(idx, bboxes.numpy()) + + fig.savefig(out_path / ( + str(idx).zfill(5) + "_" + sample['sample_token'] + '.svg')) + + print('Average preprocessing time: {:.3f}s'.format( + total_time_preprocess / len(dataset))) + print('Average inference time: {:.3f}s'.format( + total_time_infer / len(dataset))) + + if args.write_preds: + print('Writing predictions to json...') + with open(out_path / 'predictions.json', 'w') as f: + predictions = make_results_dict(tokens, ego_poses, dataset.offsets, + bboxes_list, scores_list) + json.dump(predictions, f, indent=4) + + print('Done.') + + +if __name__ == '__main__': + main() diff --git a/rvfn/model/loss.py b/rvfn/model/loss.py new file mode 100644 index 0000000..c84bc83 --- /dev/null +++ b/rvfn/model/loss.py @@ -0,0 +1,330 @@ +import torch +import torch.nn as nn +import torch.nn.functional as F + +from rvfn.config.loss_config import FocalLossConfig, \ + BinaryFocalLossConfig, ScoreLossConfig, RegLossConfig, DirLossConfig + + +class BinaryFocalLoss(nn.Module): + """ + An implementation of focal loss: https://arxiv.org/abs/1708.02002 + Similar to FocalLoss() for two classes with the exception that this only + takes one value per sample rather than two. + """ + + def __init__(self, config: BinaryFocalLossConfig = None): + super(BinaryFocalLoss, self).__init__() + self.config = config if config is not None else BinaryFocalLossConfig() + + self.eps = 1e-7 + + def forward(self, prediction, target): + """ + Args: + prediction: (batch_size, positions) prediction values for class 0 + target: (batch_size, positions) target class indices (0 or 1) + + Returns: + Single loss value if config.reduce == True, + One loss value for each input (batch_size, positions) otherwise + + """ + p_t = prediction.clone() + + if self.config.logits: + p_t = torch.sigmoid(p_t) + p_t = p_t.clamp(self.eps, 1. - self.eps) + + target_zero = (target == 0) + p_t[target_zero] = 1 - p_t[target_zero] + + alpha_t = torch.ones_like(p_t) * self.config.alpha + alpha_t[target_zero] = 1 - alpha_t[target_zero] + + # binary cross entropy + loss = -torch.log(p_t) + # focal loss + loss = alpha_t * ((1 - p_t) ** self.config.gamma) * loss + + if self.config.reduce: + loss = loss.sum(-1) # sum over anchors + loss = loss.mean() # mean over samples in minibatch + + return loss + + +class FocalLoss(nn.Module): + """ + An implementation focal loss (https://arxiv.org/abs/1708.02002) for + multiple classes. + Based on: + https://github.com/DingKe/pytorch_workplace/blob/master/focalloss/loss.py + """ + + def __init__(self, config: FocalLossConfig = None): + super(FocalLoss, self).__init__() + self.config = config if config is not None else FocalLossConfig() + + self.eps = 1e-7 + + def forward(self, prediction, target): + """ + Args: + prediction: (batch_size, positions, num_classes) prediction value + for each class + target: (batch_size, positions) target class indices + + Returns: + Single loss value if config.reduce == True, + One loss value for each input (batch_size, positions, num_classes) + otherwise + + """ + num_classes = prediction.size(-1) + assert num_classes == len(self.config.alphas) + + # batch_size x positions x num_classes + y = F.one_hot(target, num_classes=num_classes) + + p_t = prediction.clone() + if self.config.logits: + p_t = F.softmax(p_t, dim=-1) + p_t = p_t.clamp(self.eps, 1. - self.eps) + + alpha_t = torch.ones_like(p_t) + for c in range(num_classes): + alpha_t[:, :, c] *= self.config.alphas[c] + + loss = -y * torch.log(p_t) # cross entropy + # focal loss + loss = alpha_t * ((1 - p_t) ** self.config.gamma) * loss + + if self.config.reduce: + loss = loss.sum([-1, -2]) # sum over classes and anchors + loss = loss.mean() # mean over samples in minibatch + + return loss + + +class ScoreLoss(nn.Module): + """ + Wrapper for calculation bbox (objectness) score loss. + """ + + def __init__(self, config: ScoreLossConfig = None): + super(ScoreLoss, self).__init__() + + self.config = config if config is not None else ScoreLossConfig() + if self.config.criteria == 'binary_focal': + self.criteria = BinaryFocalLoss(self.config.criteria_config) + else: + raise NotImplementedError('Criteria not implemented: ', + self.config.criteria) + + self.eps = 1e-7 + + def forward(self, prediction, target, pos, neg): + """ + Args: + prediction: (batch_size, num_anchors) score for each anchor + target: (batch_size, num_anchors) target of objectness + pos: (batch_size, num_anchors) mask of positive anchors + neg: (batch_size, num_anchors) mask of negative anchors + + Returns: Mean loss value over batch based on config.criteria + + """ + loss = self.criteria(prediction, target) + + # (batch_size x num_anchors) + assert len(loss.shape) == 2 + + num_pos_anchors = pos.sum(axis=1) + num_neg_anchors = neg.sum(axis=1) + + pos_loss = loss.clone() + pos_loss[~pos] = 0 + + neg_loss = loss.clone() + neg_loss[~neg] = 0 + + # sum over anchors + pos_loss = pos_loss.sum(-1) + neg_loss = neg_loss.sum(-1) + + if self.config.normalize_by_type: + # for each sample, divide total loss by the number of anchors that + # contributed to the loss + pos_loss /= num_pos_anchors + self.eps + neg_loss /= num_neg_anchors + self.eps + + loss = pos_loss + neg_loss + else: + loss = pos_loss + neg_loss + loss /= num_pos_anchors + num_neg_anchors + self.eps + + loss = loss.mean() # mean over batch + + return loss + + +class RegLoss(nn.Module): + """ + Wrapper for calculating regression (localization) loss + """ + + def __init__(self, config: RegLossConfig = None): + super(RegLoss, self).__init__() + + self.config = config if config is not None else RegLossConfig() + + if self.config.criteria == 'smoothL1': + self.criteria = nn.SmoothL1Loss(reduction='none') + else: + raise NotImplementedError('Criteria not implemented: ', + self.config.criteria) + + self.eps = 1e-7 + + def forward(self, prediction, target, positive): + """ + Args: + prediction: (batch_size, num_anchors, 7) predictions for bbox + localization values + target: (batch_size, num_anchors, 7) localization targets + positive: (batch_size, num_anchors) Mask of anchors that should be + included in loss calculation + + Returns: Mean loss value over batch based on config.criteria + + """ + loss = self.criteria(prediction, target) + loss[~positive] = 0 + + assert len(loss.shape) == 3 + + # Number of non-ignored elements in each sample of batch + num_valid_anchors = positive.sum(axis=1) + + # sum over parameters in each anchor and over anchors + loss = loss.sum([-1, -2]) + # for each sample, divide total loss by the number of anchors that + # contributed to the loss + loss = loss / (num_valid_anchors + self.eps) + + loss = loss.mean() # mean over batch + + return loss + + +class DirLoss(nn.Module): + """ + Wrapper for calculating direction loss + """ + + def __init__(self, config: DirLossConfig = None): + super(DirLoss, self).__init__() + + self.config = config if config is not None else DirLossConfig() + + if self.config.criteria == 'binary_cross_entropy': + self.criteria = nn.BCELoss(reduction='none') + else: + raise NotImplementedError('Criteria not implemented: ', + self.config.criteria) + + self.eps = 1e-7 + + def forward(self, prediction, target, positive): + """ + Args: + prediction: (batch_size, num_anchors) direction predictions + target: (batch_size, num_anchors) direction targets + positive: (batch_size, num_anchors) Mask of anchors that should be + included in loss calculation + + Returns: Mean loss value over batch based on config.criteria + + """ + loss = self.criteria(prediction, target) + loss[~positive] = 0 + + assert len(loss.shape) == 2 + + # Number of non-ignored elements in each sample of batch + num_valid_anchors = positive.sum(axis=1) + + # sum over each anchor + loss = loss.sum(-1) + # for each sample, divide total loss by the number of anchors that + # contributed to the loss + loss = loss / (num_valid_anchors + self.eps) + + loss = loss.mean() # mean over batch + + return loss + + +def test(): + """ + Some examples for testing the loss functions + """ + dir_loss = DirLoss() + dir_pred = torch.as_tensor([[0.7, 0.8, 0.1], [0.3, 0.2, 0.1]], dtype=torch.float) + dir_target = torch.as_tensor([[1, 0, 0], [1, 1, 1]], dtype=torch.float) + pos = torch.as_tensor([[1, 0, 1], [1, 0, 1]], dtype=torch.bool) + + print("DIR", dir_loss(dir_pred, dir_target, pos)) + + fl_config = FocalLossConfig( + {'gamma': 2.0, 'alphas': [0.25, 0.65, 0.1], 'logits': True}) + + # Focal Loss + fl_input = torch.as_tensor( + [[[1, 5, 5], [12, 5, 0]], [[1, 5, 5], [12, 5, 0]]], dtype=torch.float) + fl_target = torch.as_tensor([[1, 0], [0, 2]], dtype=torch.int64) + + fl = FocalLoss(fl_config) + + print("FL", fl(fl_input, fl_target)) + + bfl_config = BinaryFocalLossConfig( + {'gamma': 2.0, 'alpha': 0.25, 'logits': True}) + # Binary Focal Loss + bfl_input = torch.as_tensor([[8, .1, -10], [2, 50, -7]], + dtype=torch.float) + bfl_target = torch.as_tensor([[1, 1, 0], [0, 1, 1]], dtype=torch.int64) + + bfl = BinaryFocalLoss(bfl_config) + + print("BFL", bfl(bfl_input, bfl_target)) + + # BboxLoss + bbox_ignore = torch.as_tensor([[0, 0, 0], [1, 0, 0]], dtype=torch.bool) + pos = torch.as_tensor([[1, 1, 0], [0, 1, 1]], dtype=torch.bool) + neg = torch.as_tensor([[0, 0, 1], [0, 0, 0]], dtype=torch.bool) + + bboxl = ScoreLoss(ScoreLossConfig({'criteria_config': bfl_config})) + + print("BBLoss", bboxl(bfl_input, bfl_target, pos, neg)) + + # Regression Loss + reg_input = torch.as_tensor([[[1, 2, 3, 4, 5, 6, 0], + [10, 20, 33, 42, 10, 2, 0]], + + [[0, 0, 0, 0, 0, 0, 0], + [1, 1, 1, 1, 1, 1, 1]]], dtype=torch.float) + reg_target = torch.as_tensor([[[1, 3, 3, 6, 4, 7, 0], + [1, 3, 3, 6, 4, 7, 0]], + + [[-9, 0, 10, 0, 0, 5, 0], + [2, 1, 21, 1, 13, 12, 2]]], dtype=torch.float) + reg_pos = torch.as_tensor([[0, 1], [1, 1]], dtype=torch.bool) + regloss = RegLoss() + + print("REGLOSS", regloss(reg_input, reg_target, reg_pos)) + + +if __name__ == '__main__': + test() diff --git a/rvfn/model/model.py b/rvfn/model/model.py new file mode 100644 index 0000000..7fe8e96 --- /dev/null +++ b/rvfn/model/model.py @@ -0,0 +1,510 @@ +""" +The main network module definitions. Most of this with the exception of the + sparse convolutional block and a few other changes is written following the + VoxelNet paper: https://arxiv.org/abs/1711.06396 +Also some of this code is either directly taken from, or is re-written based on + some unofficial implementations of VoxelNet here: + https://github.com/tsinghua-rll/VoxelNet-tensorflow + https://github.com/skyhehe123/VoxelNet-pytorch +""" +import torch.nn as nn +import torch.nn.functional as F +import torch +import sparseconvnet as scn +from rvfn.config.model_config import SvfebConfig, CobConfig, \ + RvfnConfig, HeadConfig, CmbConfig + + +class Conv2d(nn.Module): + """ + Wrapper for nn.Conv2D with options for BN and activation + Taken from: + https://github.com/skyhehe123/VoxelNet-pytorch + """ + + def __init__(self, in_channels, out_channels, kernel_size, stride, padding, + activation=True, batch_norm=True): + super().__init__() + self.conv = nn.Conv2d(in_channels, out_channels, + kernel_size=kernel_size, stride=stride, + padding=padding) + + if batch_norm: + self.bn = nn.BatchNorm2d(out_channels) + else: + self.bn = None + self.activation = activation + + def forward(self, x): + x = self.conv(x) + if self.bn is not None: + x = self.bn(x) + if self.activation: + return F.relu(x, inplace=True) + else: + return x + + +class FCN(nn.Module): + """ + Wrapper for nn.Linear + nn.BatchNorm + """ + + def __init__(self, in_channels, out_channels): + super().__init__() + self.linear = nn.Linear(in_channels, out_channels) + self.bn = nn.BatchNorm1d(out_channels) + + def forward(self, x): + voxels, points, _ = x.shape + + # Input to batch-norm layer will be (num_points, num_feature_channels) + x = self.linear(x.view(voxels * points, -1)) + x = F.relu(self.bn(x)) + + return x.view(voxels, points, -1) + + +class VFE(nn.Module): + """ + Voxel Feature Encoding layer. + As per: https://arxiv.org/abs/1711.06396 + """ + + def __init__(self, in_channels, out_channels): + super().__init__() + assert out_channels % 2 == 0, 'Number of output channels must be even.' + + self.out_channels = out_channels + self.half_out_channels = out_channels // 2 + + self.fcn = FCN(in_channels, self.half_out_channels) + + def forward(self, x, mask: torch.tensor): + """ + Args: + mask: (num_voxels, max_points_per_voxel), Array indicating the + points in the input that are valid. + """ + num_voxels, max_points_per_voxel, num_features = x.shape + + # point-wise features + # (num_voxels x max_points_per_voxel x self.half_out_channels) + pwf = self.fcn(x) + + # locally aggregated features, element-wise max-pool + # (num_voxels x 1 x self.half_out_channels) + laf = torch.max(pwf, 1, keepdim=True)[0] + + # Repeat and concatenate with calculated features of each point + # (num_voxels x max_points_per_voxel x self.half_out_channels) + laf = laf.repeat(1, max_points_per_voxel, 1) + + # (num_voxels x max_points_per_voxel x self.out_channels) + pwcf = torch.cat((pwf, laf), dim=2) + + # apply mask of valid points + # (repeat for number of out_channels per voxel) + mask = mask.unsqueeze(2).repeat(1, 1, self.out_channels) + + pwcf = pwcf * mask.float() + + return pwcf + + +class SVFEB(nn.Module): + """ + Stacked Voxel Feature Encoding block. + As per: https://arxiv.org/abs/1711.06396 + """ + + def __init__(self, config: SvfebConfig = None): + super().__init__() + + self.config = config if config is not None else SvfebConfig() + + in_channels = self.config.in_channels + hidden_channels = self.config.hidden_channels + out_channels = self.config.out_channels + + self.vfe_1 = VFE(in_channels, hidden_channels) + self.vfe_2 = VFE(hidden_channels, out_channels) + self.fcn = FCN(out_channels, out_channels) + + def forward(self, x): + # mask of valid points in input + # (num_voxels, max_points_per_voxel) + mask = torch.ne(torch.max(x, 2)[0], 0) + + x = self.vfe_1(x, mask) + x = self.vfe_2(x, mask) + x = self.fcn(x) + + # element-wise max pooling + x = torch.max(x, 1)[0] + return x + + +class SCMB(nn.Module): + """ + Sparse Convolutional Middle Block. Consisting of several conventional + convolutions interspersed by Submanifold Sparse Convolutions for increased + performance. + For the input of the Sparse input layer, the voxel coordinates must be + appended by the batch index. See scn.InputLayer for more details. + """ + + def __init__(self, config: CmbConfig = None): + nn.Module.__init__(self) + + self.config = config if config is not None else CmbConfig() + + self.input_layer = scn.InputLayer(3, self.config.input_spatial_size, + mode=0) + + # SparseResNet creates a ResNet-like network where every convolution + # that doesn't change the input spatial-size is replaced with an SSC. + # The signature is , + # , + # , + # ] + # The input spatial size must be such that it can neatly accommodate + # the down-sampling operations (such as stride=2 convs) without residue + self.sparse_net = scn.Sequential( + scn.SparseResNet(3, self.config.in_channels, [['b', 128, 1, 1]]), + + # conventional convolution, with stride=2 on the z axis + scn.Convolution(3, 128, 64, (3, 3, 3), (2, 1, 1), False), + scn.BatchNormReLU(64), + scn.Convolution(3, 64, self.config.out_channels, (3, 3, 3), + (1, 1, 1), False), + scn.BatchNormReLU(self.config.out_channels) + ) + + expected_input_spatial_size = tuple(self.sparse_net.input_spatial_size( + torch.LongTensor(self.config.expected_output_spatial_size))) + + assert expected_input_spatial_size == tuple( + self.config.input_spatial_size), \ + 'The spatial sizes don\'t match the expected.' + \ + ' Expected input: ' + str(expected_input_spatial_size) + \ + ' Got input: ' + str(self.config.input_spatial_size) + + self.sparse_to_dense = scn.SparseToDense(3, self.config.out_channels) + + def forward(self, x): + x = self.input_layer(x) + x = self.sparse_net(x) + x = self.sparse_to_dense(x) + + return x + + +class CMB(nn.Module): + """ + Convolutional Middle Block. Equivalent to SCMB, but using conventional + convolutions + """ + + def __init__(self, config: CmbConfig = None): + super().__init__() + + self.config = config if config is not None else CmbConfig() + + self.conv1 = nn.Conv3d(self.config.in_channels, 128, 3, 1, 1) + self.bn1 = nn.BatchNorm3d(128) + self.conv2 = nn.Conv3d(128, 128, 3, 1, 1) + self.bn2 = nn.BatchNorm3d(128) + + self.conv3 = nn.Conv3d(128, 64, 3, (2, 1, 1), 0) + self.bn3 = nn.BatchNorm3d(64) + self.conv4 = nn.Conv3d(64, self.config.out_channels, 3, 1, 0) + self.bn4 = nn.BatchNorm3d(self.config.out_channels) + + def forward(self, x): + identity = x + out = self.conv1(x) + out = self.bn1(out) + out = F.relu(out) + out = self.conv2(out) + + out += identity + out = self.bn2(out) + out = F.relu(out) + + out = self.conv3(out) + out = self.bn3(out) + out = F.relu(out) + + out = self.conv4(out) + out = self.bn4(out) + out = F.relu(out) + + return out + + +class COB(nn.Module): + """ + Convolutional output block. Creates a more abstract feature map from the + output of the middle block. This is identical to the RPN in VoxelNet, + except the prediction heads are decoupled. + Adapted from: + https://github.com/skyhehe123/VoxelNet-pytorch + """ + + def __init__(self, config: CobConfig = None): + super().__init__() + + self.config = config if config is not None else CobConfig() + + in_channels = self.config.in_channels + hidden_channels = self.config.hidden_channels + + self.block_1 = [Conv2d(in_channels, in_channels, 3, 2, 1)] + self.block_1 += [Conv2d(in_channels, in_channels, 3, 1, 1) for _ in + range(3)] + self.block_1 = nn.Sequential(*self.block_1) + + self.block_2 = [Conv2d(in_channels, in_channels, 3, 2, 1)] + self.block_2 += [Conv2d(in_channels, in_channels, 3, 1, 1) for _ in + range(5)] + self.block_2 = nn.Sequential(*self.block_2) + + self.block_3 = [Conv2d(in_channels, hidden_channels, 3, 2, 1)] + self.block_3 += [nn.Conv2d(hidden_channels, hidden_channels, 3, 1, 1) + for _ in range(5)] + self.block_3 = nn.Sequential(*self.block_3) + + self.deconv_1 = nn.Sequential( + nn.ConvTranspose2d(hidden_channels, hidden_channels, 4, 4, 0), + nn.BatchNorm2d(hidden_channels)) + self.deconv_2 = nn.Sequential( + nn.ConvTranspose2d(in_channels, hidden_channels, 2, 2, 0), + nn.BatchNorm2d(hidden_channels)) + self.deconv_3 = nn.Sequential( + nn.ConvTranspose2d(in_channels, hidden_channels, 1, 1, 0), + nn.BatchNorm2d(hidden_channels)) + + def forward(self, x): + x = self.block_1(x) + x_skip_1 = x + + x = self.block_2(x) + x_skip_2 = x + + x = self.block_3(x) + + x_0 = self.deconv_1(x) + x_1 = self.deconv_2(x_skip_2) + x_2 = self.deconv_3(x_skip_1) + + x = torch.cat((x_0, x_1, x_2), 1) + + return x + + +class ScoreHead(nn.Module): + """ + Produces object-ness scores for each anchor + """ + + def __init__(self, config: HeadConfig = None): + super().__init__() + self.config = config if config is not None else HeadConfig() + + self.eps = 1e-7 + + self.conv2d = Conv2d(self.config.in_channels, + self.config.anchors_per_position, 1, + 1, 0, activation=False, batch_norm=False) + + def forward(self, x): + scores = self.conv2d(x) + + # Rearrange the output + # (batch_size, anchors_per_pos, H, W) -> + # (batch_size, H x W x anchors_per_pos) + scores = scores.permute(0, 2, 3, 1) + scores = scores.contiguous().view(scores.shape[0], + scores.shape[1] * scores.shape[2] * + scores.shape[3]) + + scores = torch.sigmoid(scores) + scores = scores.clamp(self.eps, 1. - self.eps) + + return scores + + +class RegressionHead(nn.Module): + """ + Produces delta values for bbox localization from for each anchor + """ + + def __init__(self, config: HeadConfig = None): + super().__init__() + self.config = config if config is not None else HeadConfig() + + self.conv2d = Conv2d(self.config.in_channels, + 7 * self.config.anchors_per_position, + 1, 1, 0, activation=False, batch_norm=False) + + def forward(self, x): + regs = self.conv2d(x) + + # Rearrange the output + # (batch_size, 7 x anchors_per_pos, H, W) -> + # (batch_size, H x W x anchors_per_pos, 7) + regs = regs.permute(0, 2, 3, 1) + regs = regs.contiguous().view(regs.shape[0], + regs.shape[1] * regs.shape[2] * + self.config.anchors_per_position, + 7) + + return regs + + +class DirectionHead(nn.Module): + """ + Produces a direction within the same heading-mod-pi for each anchor + """ + + def __init__(self, config: HeadConfig = None): + super().__init__() + self.config = config if config is not None else HeadConfig() + + self.eps = 1e-7 + + self.conv2d = Conv2d(self.config.in_channels, + self.config.anchors_per_position, + 1, 1, 0, activation=False, batch_norm=False) + + def forward(self, x): + dirs = self.conv2d(x) + + # Rearrange the output + # (batch_size, anchors_per_pos, H, W) -> + # (batch_size, H x W x anchors_per_pos) + dirs = dirs.permute(0, 2, 3, 1) + dirs = dirs.contiguous().view(dirs.shape[0], + dirs.shape[1] * dirs.shape[2] * + dirs.shape[3]) + + dirs = torch.sigmoid(dirs) + dirs = dirs.clamp(self.eps, 1. - self.eps) + + return dirs + + +class ClassHead(nn.Module): + """ + Produces class scores for each position + """ + + def __init__(self): + super().__init__() + raise NotImplementedError + + # self.conv2d = Conv2d(self.config.in_channels, + # self.config.num_classes, 1, + # 1, 0, activation=False, + # batch_norm=False) + + def forward(self, x): + # TODO: Fix ordering + raise NotImplementedError + + +class RadarVoxelFusionNet(nn.Module): + """ + The main network definition + """ + + def __init__(self, config: RvfnConfig = None): + super().__init__() + self.config = config if config is not None else RvfnConfig() + + # network elements + self.svfeb = SVFEB(self.config.svfeb_config) + + if self.config.middle_block == 'sparse': + self.cmb = SCMB(self.config.cmb_config) + elif self.config.middle_block == 'normal': + self.cmb = CMB(self.config.cmb_config) + else: + raise NotImplementedError('Middle block: ' + + self.config.middle_block) + self.cob = COB(self.config.cob_config) + + self.bbox_head = ScoreHead(self.config.head_config) + self.reg_head = RegressionHead(self.config.head_config) + self.dir_head = DirectionHead(self.config.head_config) + + @classmethod + def sparse_to_dense(cls, voxels, features, spatial_size): + """ + Converts sparse output of SVFEB to a dense feature tensor + Args: + voxels: (num_anchors_in_batch, 4) where the first 3 + numbers are voxel coordinates, and the 4th indicates the + sample id in batch. + features: (num_voxels, num_features) sparse features tensor + spatial_size: (3,) Array indicating the target spatial size + + Returns: (batch_size, num_features, *spatial_size) dense feature tensor + """ + num_features = features.shape[1] + batch_size = voxels[-1][-1] + 1 # last sample id in batch + 1 + + # (batch_size, num_features, D, H, W) + dense_features = torch.zeros((batch_size, num_features, *spatial_size)) + + dense_features = dense_features.to(voxels.device) + + # Only long, byte or bool tensors can be used as indices + voxels = voxels.long() + dense_features[voxels[:, 3], :, voxels[:, 0], + voxels[:, 1], voxels[:, 2]] = features + + return dense_features + + def forward(self, voxels, features): + """ + Args: + voxels: (num_anchors_in_batch, 4) where the first 3 + numbers are voxel coordinates, and the 4th indicates the + sample id in batch. + features: (num_anchors_in_batch, max_points_per_voxel, + num_voxel_channels) point features tensor + + Returns: + bbox_scores: (num_anchors, 1) probability of objectness per anchor + regs: (num_anchors, 7) bbox regression values + dirs: (num_anchors, 1) direction prediction for each anchor + """ + out = self.svfeb(torch.as_tensor(features)) + + voxels[:, [0, 2]] = voxels[:, [2, 0]] # swap x and z axes + + if self.config.middle_block == 'sparse': + out = self.cmb([torch.as_tensor(voxels), out]) + elif self.config.middle_block == 'normal': + spatial_size = self.config.cmb_config.input_spatial_size + dense_features = self.sparse_to_dense(voxels, out, spatial_size) + out = self.cmb(dense_features) + else: + raise NotImplementedError('Middle block: ' + + self.config.middle_block) + + cob_conf = self.config.cob_config + + feature_map = self.cob( + out.view(-1, cob_conf.in_channels, *cob_conf.in_spatial_size)) + + bbox_scores = self.bbox_head(feature_map) + regs = self.reg_head(feature_map) + dirs = self.dir_head(feature_map) + + return bbox_scores, regs, dirs diff --git a/rvfn/model/target.py b/rvfn/model/target.py new file mode 100644 index 0000000..c0454ad --- /dev/null +++ b/rvfn/model/target.py @@ -0,0 +1,329 @@ +from rvfn.config.target_config import AnchorGeneratorConfig, \ + LossTargetGeneratorConfig +from rvfn.datasets.common import upright_shadows + +import numpy as np +import torch + +from torchvision.ops import box_iou + + +class AnchorGenerator: + """ + Creates anchors conforming to the given AnchorGeneratorConfig. + Given a config with: + feature_map_shape: (H(y), W(x)) + anchors_per_position: N (:= len(sizes) x len(rotations)) + the anchors will be of shape: H x W x N x 7 + """ + + def __init__(self, config: AnchorGeneratorConfig = None): + self.config = config if config is not None else AnchorGeneratorConfig() + self.anchors = torch.as_tensor(self._generate_anchors(), + dtype=torch.float) + + def _generate_anchors(self): + H, W = self.config.feature_map_shape + x_range, y_range = self.config.anchor_range + + anchors_per_pos = self.config.anchors_per_position + + x = np.linspace(x_range[0], x_range[1], W) + y = np.linspace(y_range[0], y_range[1], H) + cx, cy = np.meshgrid(x, y) + + cx = np.tile(cx[..., np.newaxis], anchors_per_pos) + cy = np.tile(cy[..., np.newaxis], anchors_per_pos) + cz = np.ones_like(cx) * self.config.center_z + + w = np.empty_like(cx) + l = np.empty_like(cx) + h = np.empty_like(cx) + r = np.empty_like(cx) + + anchor_idx = 0 + for size in self.config.anchor_sizes: + for rotation in self.config.anchor_rotations: + w[..., anchor_idx] = size[0] + l[..., anchor_idx] = size[1] + h[..., anchor_idx] = size[2] + + r[..., anchor_idx] = rotation + + anchor_idx += 1 + + return np.stack([cx, cy, cz, w, l, h, r], axis=-1) + + +class LossTargetGenerator: + """ + Creates anchors, and produces loss targets based on ground-truth data. + """ + + def __init__(self, config: LossTargetGeneratorConfig = None, + device=None): + self.config = config if config is not None else \ + LossTargetGeneratorConfig() + + self.device = device if device is not None else torch.device('cpu') + + self.anchor_generator = AnchorGenerator(self.config.anchor_config) + self.anchors = self.anchor_generator.anchors.reshape(-1, 7). \ + to(self.device) + self.num_anchors = self.anchors.shape[0] + + # anchors are in format [x, y, z, w, l, h, yaw] + self.anchors_diag = torch.sqrt( + self.anchors[:, 3] ** 2 + self.anchors[:, 4] ** 2).to(self.device) + + self.anchors4d = torch.as_tensor( + upright_shadows(self.anchors.cpu().numpy()), + dtype=torch.float).to(self.device) + + def _get_bbox_targets(self, positive_mask): + """ + Creates targets for objectness scores + Args: + positive_mask: (num_anchors,) boolean array + + Returns: + (num_anchors,) array of integers in which 1 indicates positive + anchor, and 0 indicates negative + + """ + + targets = torch.zeros(self.num_anchors).to(self.device) + targets[positive_mask] = 1 + + return targets + + def _get_reg_targets(self, gt_bboxes, gt_idx_per_anchor): + """ + Creates targets for localization and direction values. + References: + This matches VoxelNet's regression targets with the exception of + the yaw targets if config.sine_yaw_targets is True. + https://arxiv.org/abs/1711.06396 + Args: + gt_bboxes: (N, 7) array of ground-truth bounding boxes + gt_idx_per_anchor: (num_anchors,) + + Returns: + Regression targets: (num_anchors, 7) + Direction targets: (num_anchors, 1) indicating weather the yaw is + more than Pi. Will be all zeros if config.sine_yaw_targets is + False as the direction is predicted directly with the yaw in + that case. + """ + + targets = torch.empty((self.num_anchors, 7)).to(self.device) + + # For each anchor, the ground-truth bbox with which it has the highest + # iou (num_anchors, 7) + assigned_gt_bboxes = gt_bboxes[gt_idx_per_anchor] + + # targets for x, y, and z + for i in range(3): + targets[:, i] = assigned_gt_bboxes[:, i] - self.anchors[:, i] + targets[:, i] /= self.anchors_diag + + # targets for w, l, and h + for i in range(3, 6): + targets[:, i] = torch.log( + assigned_gt_bboxes[:, i] / self.anchors[:, i]) + + # targets for yaw and direction if applicable + dir_targets = torch.zeros(self.num_anchors).to(self.device) + + gt_yaws = assigned_gt_bboxes[:, 6] + anchor_yaws = self.anchors[:, 6] + + if self.config.sine_yaw_targets: + # gt_yaws' yaws are already in [0, 2pi) + targets[:, 6] = torch.sin(gt_yaws - anchor_yaws) + + # Direction target is 1 iff the target yaw is within pi/2 of the + # anchor. + dir_targets[torch.abs( + (gt_yaws - anchor_yaws + np.pi) % (2 * np.pi) - np.pi) > + (np.pi / 2)] = 1 + else: + targets[:, 6] = gt_yaws - anchor_yaws + + return targets, dir_targets + + def apply_regs(self, regs: torch.Tensor, + dirs: torch.Tensor) -> torch.Tensor: + """ + Applies the output localization values from the model to the anchors + to get prediction bounding boxes. + Args: + regs: (num_anchors, 7) output from the model's regression head. + dirs: (num_anchors,) output from the model's direction head. Can + be None if self.config.sine_yaw_targets is False. + + Returns: (num_anchors, 7) predicted bboxes + + """ + bboxes = self.anchors.clone() + + # for x, y , and z + for i in range(3): + regs[:, i] *= self.anchors_diag + bboxes[:, i] += regs[:, i] + + # for w, l, and h + for i in range(3, 6): + bboxes[:, i] *= torch.exp(regs[:, i]) + + # for yaw + if self.config.sine_yaw_targets: + regs[:, 6] = torch.clamp(regs[:, 6], -1.0, 1.0) + + bboxes[:, 6] += torch.asin(regs[:, 6]) + bboxes[:, 6] %= 2 * np.pi + + flipped_mask = (dirs > 0.5) + bboxes[:, 6][flipped_mask] = \ + 2 * self.anchors[:, 6][flipped_mask] + np.pi - \ + bboxes[:, 6][flipped_mask] + else: + bboxes[:, 6] += regs[:, 6] + + return bboxes + + def get_targets(self, batch_gt_bboxes): + """ + Creates targets for learning based on ground-truth bboxes + Args: + batch_gt_bboxes: list<(N, 7), len=batch_size> list of ground-truth + bounding boxes + + Returns: + (batch_size, num_anchors) bbox score targets, + (batch_size, num_anchors, 7) localization targets, + (batch_size, num_anchors) direction targets, + (batch_size, feature_map_size) classification targets (TODO), + (batch_size, num_anchors) mask of positive anchors + (batch_size, num_anchors) mask of negative anchors + (batch_size, num_anchors) mask of ignore anchors + + Anchor masks indicate which anchors should be included in loss + calculation. Specifically, positive anchors are the ones that + match a ground-truth box, negative anchors are ones that don't, + and 'ignore' anchors are ones that are in-between and should be + ignored. + + """ + with torch.no_grad(): + bbox_targets = [] + reg_targets = [] + dir_targets = [] + + positive_masks = [] + negative_masks = [] + ignore_masks = [] + + for gt_bboxes in batch_gt_bboxes: + gt_bboxes = gt_bboxes.to(self.device) + + # gt_bboxes shape: (N, 7) where N is the number of ground-truth + # bounding boxes. + if gt_bboxes.shape[0] == 0: + positive_masks.append( + torch.zeros(self.num_anchors, + dtype=torch.bool).to(self.device)) + negative_masks.append( + torch.ones(self.num_anchors, + dtype=torch.bool).to(self.device)) + ignore_masks.append( + torch.zeros(self.num_anchors, + dtype=torch.bool).to(self.device)) + + bbox_targets.append( + torch.zeros(self.num_anchors).to(self.device)) + reg_targets.append( + torch.zeros((self.num_anchors, 7)).to(self.device)) + dir_targets.append( + torch.zeros(self.num_anchors).to(self.device)) + + continue + + # Convert yaws to interval [0, 2pi) + gt_bboxes[:, 6] %= 2 * np.pi + + gt4d = torch.as_tensor( + upright_shadows(gt_bboxes.cpu().numpy()), + dtype=torch.float).to(self.device) + + ious = box_iou(self.anchors4d, gt4d) + + max_iou_per_anchor, gt_idx_per_anchor = torch.max(ious, dim=1) + + pos_iou_mask = max_iou_per_anchor > self.config.pos_threshold + + if self.config.pos_dist_threshold is not None: + gt_xys = gt_bboxes[gt_idx_per_anchor][:, :2] + dist_to_closest_gt = torch.norm((self.anchors[:, :2] - + gt_xys), dim=1) + pos_dist_mask = dist_to_closest_gt < \ + self.config.pos_dist_threshold + + positive_mask = torch.logical_and(pos_iou_mask, + pos_dist_mask) + else: + positive_mask = pos_iou_mask + + negative_mask = max_iou_per_anchor < self.config.neg_threshold + ignore_mask = ~positive_mask & ~negative_mask + + positive_masks.append(positive_mask) + negative_masks.append(negative_mask) + ignore_masks.append(ignore_mask) + + bbox_targets.append(self._get_bbox_targets(positive_mask)) + + regs, dirs = self._get_reg_targets(gt_bboxes, + gt_idx_per_anchor) + reg_targets.append(regs) + dir_targets.append(dirs) + + bbox_targets = torch.stack(bbox_targets) + reg_targets = torch.stack(reg_targets) + dir_targets = torch.stack(dir_targets) + + positive_masks = torch.stack(positive_masks) + negative_masks = torch.stack(negative_masks) + ignore_masks = torch.stack(ignore_masks) + + return bbox_targets, \ + reg_targets, \ + dir_targets, \ + None, \ + positive_masks, \ + negative_masks, \ + ignore_masks + + +def test(): + """Small example to test the anchor generator functionality""" + ag = AnchorGenerator(AnchorGeneratorConfig({'feature_map_shape': (2, 3)})) + print(ag.anchors) + + tg = LossTargetGenerator() + print("ANCHORS READY") + + bboxes = torch.as_tensor([[[1, 1, 1, 3, 2, 2, 0]]], dtype=torch.float) + bbox_targets, reg_targets, dir_targets, _, positive, negative, ignore = \ + tg.get_targets(bboxes) + + print("BBox_TARGETS", bbox_targets.shape) + print("Reg_TARGETS", reg_targets.shape) + print("Dir_TARGETS", dir_targets.shape) + print("POSITIVE", positive.shape) + print("NEGATIVE", negative.shape) + print("IGNORE", ignore.shape) + + +if __name__ == '__main__': + test() diff --git a/rvfn/tools/evaluate_results.py b/rvfn/tools/evaluate_results.py new file mode 100644 index 0000000..bdf0337 --- /dev/null +++ b/rvfn/tools/evaluate_results.py @@ -0,0 +1,104 @@ +""" +Evaluate on results saved in nuScenes results JSON format +""" + +import argparse +import json +from pathlib import Path + +from progressbar import progressbar +from nuscenes.eval.common.utils import center_distance +from nuscenes.eval.common.data_classes import EvalBoxes +from nuscenes.eval.detection.algo import accumulate + +from rvfn.config.pipeline_config import PipelineConfig +from rvfn.config.eval_config import EvalConfig +from rvfn.datasets.nuscenes_fusion import NuscenesFusionDataset, \ + find_sample_idx +from rvfn.utils.results_dict import get_prediction_from_result_dict +from rvfn.eval import Metrics, MetricsMean, make_detection_box, \ + get_pr_curves +from rvfn.datasets.common import VehicleBox + + +def main(): + parser = argparse.ArgumentParser() + + # We technically only need the dataset config here, but take the pipeline + # config for convenience + parser.add_argument('pipeline_config', + help='Pipeline configuration json file') + parser.add_argument("eval_config", + help="Evaluation configuration json file") + + parser.add_argument('predictions', help='Predictions JSON file') + parser.add_argument('out', help='Output path') + + args = parser.parse_args() + + out_path = Path(args.out) + out_path.mkdir(parents=True, exist_ok=True) + + pipeline_cfg = PipelineConfig.from_file(args.pipeline_config) + eval_cfg = EvalConfig.from_file(args.eval_config) + + dataset = NuscenesFusionDataset(pipeline_cfg.dataset_config, perturb=False) + with open(args.predictions) as f: + predictions = json.load(f) + + all_pred_bboxes = EvalBoxes() + all_gt_bboxes = EvalBoxes() + + for token in progressbar(predictions): + results = predictions[token] + + sample_idx = find_sample_idx(dataset, token) + if sample_idx is None: + print('Sample with token {} not found in dataset!'.format(token)) + return + + _, gt_bboxes, _ = dataset.get_sample(sample_idx) + gt_bboxes = [VehicleBox.from_nuscenes_box(box).to_list() for box in + gt_bboxes] + + ego_pose = dataset.get_ego_pose(sample_idx) + bboxes = [] + scores = [] + for result in results: + bbox, score = get_prediction_from_result_dict(result, ego_pose, + dataset.offsets) + bboxes.append(bbox) + scores.append(score) + + # Convert ground-truth and predicted bboxes to nuScenes + # EvalBoxes + sample_bboxes = [make_detection_box(bboxes[_], scores[_], token) + for _ in range(len(bboxes))] + + sample_gt_bboxes = [make_detection_box(gt_bboxes[_], -1.0, token) + for _ in range(len(gt_bboxes))] + + all_pred_bboxes.add_boxes(token, sample_bboxes) + all_gt_bboxes.add_boxes(token, sample_gt_bboxes) + + metrics_list = [] + for dist_th in eval_cfg.distance_thresholds: + dm = accumulate(all_gt_bboxes, all_pred_bboxes, 'car', + center_distance, dist_th) + metrics_list.append(Metrics(dm)) + + metrics_mean = MetricsMean(metrics_list, eval_cfg.distance_thresholds) + + metrics_file_path = out_path / 'metrics.json' + with open(metrics_file_path, 'w+') as file: + json.dump(metrics_mean.serialize(), file, indent=4) + + pr_file_path = out_path / 'pr.svg' + fig = get_pr_curves(metrics_mean) + fig.savefig(pr_file_path) + + metrics_mean.print() + + +if __name__ == '__main__': + main() diff --git a/rvfn/tools/make_configs.py b/rvfn/tools/make_configs.py new file mode 100644 index 0000000..c4520ed --- /dev/null +++ b/rvfn/tools/make_configs.py @@ -0,0 +1,104 @@ +""" +Convenience script for creating separate files for the main different + configurations based on the defaults. +""" + +from rvfn.config.pipeline_config import PipelineConfig +from rvfn.config.training_config import TrainingConfig +from rvfn.config.eval_config import EvalConfig + +import json +from pathlib import Path +import argparse + + +def write_confs(confs: dict, path: Path): + """ + Write the confs in a dict to json files on disk + """ + for conf in confs: + file_path = path / (conf + '.json') + with open(file_path, 'w') as f: + json.dump(confs[conf].dict(), f, indent=4) + + +def make_defaults(path: str): + """ + Make the most useful variants of the dataset and training configs and + write them as json files to disk + Args: + path: Path to the base directory where the files will be saved + """ + base_path = Path(path) + pipeline_base_path = base_path / 'pipeline/' + + # Make default pipeline configs + + # LIDAR + nusc_lidar = PipelineConfig() + + # LIDAR + RADAR + nusc_lidar_radar = nusc_lidar.copy() + nusc_lidar_radar.dataset_config.use_radar = True + nusc_lidar_radar.model_config.svfeb_config.in_channels = 10 + + # LIDAR + RGB + nusc_lidar_rgb = nusc_lidar.copy() + nusc_lidar_rgb.dataset_config.use_rgb = True + nusc_lidar_rgb.model_config.svfeb_config.in_channels = 10 + + # LIDAR + RGB-FILLED + nusc_lidar_rgb_filled = nusc_lidar_rgb.copy() + nusc_lidar_rgb_filled.dataset_config.fill_type = 'ipbasic' + + # LIDAR + RGB + RADAR + nusc_lidar_rgb_radar = nusc_lidar_rgb.copy() + nusc_lidar_rgb_radar.dataset_config.use_radar = True + nusc_lidar_rgb_radar.model_config.svfeb_config.in_channels = 13 + + # LIDAR + RGB-FILLED + RADAR + nusc_lidar_rgb_filled_radar = nusc_lidar_rgb_radar.copy() + nusc_lidar_rgb_filled_radar.dataset_config.fill_type = 'ipbasic' + + # RADAR + nusc_radar = nusc_lidar_radar.copy() + nusc_radar.dataset_config.use_lidar = False + nusc_radar.model_config.svfeb_config.in_channels = 9 + + # Mini lidar + # for local usage + nusc_mini_lidar = nusc_lidar.copy() + nusc_mini_lidar.dataset_config.root_path = '~/data/sets/nuscenes' + nusc_mini_lidar.dataset_config.version = 'v1.0-mini' + + pipeline_confs = { + 'mini-lidar': nusc_mini_lidar, + 'lidar': nusc_lidar, + 'lidar-radar': nusc_lidar_radar, + 'lidar-rgb': nusc_lidar_rgb, + 'lidar-rgb-filled': nusc_lidar_rgb_filled, + 'lidar-rgb-radar': nusc_lidar_rgb_radar, + 'lidar-rgb-filled-radar': nusc_lidar_rgb_filled_radar, + 'radar': nusc_mini_lidar + } + + training_confs = { + 'train': TrainingConfig() + } + + eval_confs = { + 'eval': EvalConfig() + } + + write_confs(pipeline_confs, pipeline_base_path) + write_confs(training_confs, base_path) + write_confs(eval_confs, base_path) + + +if __name__ == '__main__': + parser = argparse.ArgumentParser() + parser.add_argument("--out", help="Path to metrics output directory", + default='./') + args = parser.parse_args() + + make_defaults(args.out) diff --git a/rvfn/tools/make_splits.py b/rvfn/tools/make_splits.py new file mode 100644 index 0000000..61196bb --- /dev/null +++ b/rvfn/tools/make_splits.py @@ -0,0 +1,181 @@ +""" +Creates Json files containing sample tokens for train and validation splits. +Selects scenes for each split and creates a subset that contains only samples + that have a minimum number of objects of desired categories within a desired + range. +On "random" mode splits a nuScenes dataset by randomly selecting a configurable + number of scenes for validation. +On "rain_night" mode selects only rain or night labeled scenes according to the +offical nuScenes trainval split. +On "official" mode it uses the official nuScenes trainval split. +""" +from nuscenes.nuscenes import NuScenes +from nuscenes.utils.splits import create_splits_scenes + +from os import path +import argparse +from typing import Tuple, List +import random +import json + +from rvfn.config.pipeline_config import PipelineConfig +from rvfn.utils.nuscenes_utils import Category, get_bbox_anns_in_fov +from rvfn.datasets.common import coords_in_range + + +def make_subset(conf: PipelineConfig, + min_objects: int, split_select_mode: str = "official", + val_ratio: float = 0.1) -> Tuple[List[str], List[str]]: + """ + Splits the dataset to train and val by selecting val_ratio of scenes at + random for the validation set. Removes the samples which do not contain + at least min_objects within the parameters of conf. + + Args: + conf: Besides the path and version of the dataset, this is used to + limit the area and object categories we look for within the samples + using conf.pointcloud_range and conf.categories. + min_objects: Minimum number of objects of relevant categories that + must be present in a sample to be included. + split_select_mode: Either official, random, or rain_night. + val_ratio: Ratio of dataset scenes used for validation set for + random split. + + Returns: List of sample tokens for training set, and list of sample tokens + for validation. + + """ + categories = [[Category(cat) for cat in label] for label in + conf.categories] + categories = [cat for sublist in categories for cat in sublist] + + nusc_root = path.expanduser(conf.root_path) + nusc = NuScenes(version=conf.version, dataroot=nusc_root, verbose=True) + + num_scenes = len(nusc.scene) + + if split_select_mode == 'random': + val_scenes_inds = random.sample(range(num_scenes), + int(val_ratio * num_scenes)) + val_scenes = [nusc.scene[idx]['token'] for idx in val_scenes_inds] + train_scenes = [nusc.scene[idx]['token'] for idx in range(num_scenes) + if idx not in val_scenes_inds] + + elif split_select_mode == 'rain_night': + splits = create_splits_scenes() + val_scenes = [] + train_scenes = [] + rain_night_cnt = 0 + scene_attributes = ["rain", "night"] + + for scene in nusc.scene: + scene_description = scene['description'].lower() + if any(x in scene_description for x in scene_attributes): + rain_night_cnt += 1 + if scene['name'] in splits['val']: + val_scenes.append(scene['token']) + elif scene['name'] in splits['train']: + train_scenes.append(scene['token']) + else: + raise ValueError(f"Could not associate scene with name: {scene['name']}") + + print(f'Number of rain or night scenes: {rain_night_cnt}') + + elif split_select_mode == 'official': + # Use official split + splits = create_splits_scenes() + + val_scenes = [scene['token'] for scene in nusc.scene if + scene['name'] in splits['val']] + train_scenes = [scene['token'] for scene in nusc.scene if + scene['name'] in splits['train']] + + else: + raise NotImplementedError(f"Split {split_select_mode} is not recognized. \ + Choose either: official, random, or rain_night") + + val_samples = [] + train_samples = [] + + print("Filtering samples") + for count, sample in enumerate(nusc.sample, 0): + # Get ground-truth bboxes in camera FOV + boxes = get_bbox_anns_in_fov(nusc, sample, conf.cam_name, + conf.img_size, categories) + + if conf.pointcloud_range is not None: + boxes = [box for box in boxes if + coords_in_range(box.center, conf.pointcloud_range)] + + if len(boxes) >= min_objects: + if sample['scene_token'] in val_scenes: + val_samples.append(sample['token']) + elif sample['scene_token'] in train_scenes: + train_samples.append(sample['token']) + + if count % 2000 == 0: + print(f"Processing sample {count}.") + return train_samples, val_samples + + +def main(): + parser = argparse.ArgumentParser() + + subparsers = parser.add_subparsers(help='"official", "rain_night" or "random" ' + 'split selection', + dest='command') + + parser_nuscenes = subparsers.add_parser('official', + help='Use the official nuScenes ' + 'split.') + + parser_rain_night = subparsers.add_parser('rain_night', + help='Select only rain and nights scenes of \ + the official nuScenes split.') + + parser_random = subparsers.add_parser('random', + help='Randomly select the scenes for' + ' train and validation sets.') + + parser_random.add_argument("val_ratio", help="portion of dataset scenes to use for the \ + random validation set", type=float, default=None) + + parser.add_argument("--config", help="dataset configuration json file", + type=str) + + parser.add_argument("--min_objects", + help="minimum number of objects in each sample", + type=int, default=0) + + parser.add_argument("--output_dir", + help="directory where the output json files are " + "written", type=str, default='./') + + args = parser.parse_args() + + json_conf_path = args.config + with open(json_conf_path) as file: + conf_dict = json.load(file) + + cfg = PipelineConfig(conf_dict) + cfg = cfg["dataset_config"] + + if args.command == "random": + train, val = make_subset(cfg, args.min_objects, args.command, args.val_ratio) + else: + train, val = make_subset(cfg, args.min_objects, args.command) + + print("Training samples:", len(train)) + print("Validation samples:", len(val)) + + print("Saving to file...") + with open(args.output_dir + 'train_samples.json', 'w+') as file: + json.dump(train, file) + + with open(args.output_dir + 'val_samples.json', 'w+') as file: + json.dump(val, file) + print("Done.") + + +if __name__ == '__main__': + main() diff --git a/rvfn/tools/serialize_dataset.py b/rvfn/tools/serialize_dataset.py new file mode 100644 index 0000000..9e5cd2d --- /dev/null +++ b/rvfn/tools/serialize_dataset.py @@ -0,0 +1,67 @@ +""" +Saves NuScenes Fusion dataset to files on disk to be loaded later by the + training script +""" + +from rvfn.datasets.nuscenes_fusion import NuscenesFusionDataset, \ + NuscenesDatasetConfig + +import pickle +from os import path, getpid +import argparse +import json +import logging + +import multiprocessing as mp +from functools import partial +from copy import deepcopy + + +def write_sample(idx, dataset, base_path='./'): + sample = dataset[idx] + file_path = path.join(base_path, sample['sample_token']) + with open(file_path + '.pickle', 'wb') as f: + pickle.dump(sample, f, pickle.HIGHEST_PROTOCOL) + + +def create_dataset(config: NuscenesDatasetConfig, out_path: str): + """ + Writes the fused samples to disk in parallel by spawning multiple processes + Args: + config: Dataset config + out_path: Path to directory where pickle files will be saved + """ + dataset = NuscenesFusionDataset(config) + + indices = range(len(dataset)) + + num_processes = mp.cpu_count() + + with mp.Pool(num_processes) as pool: + list(pool.imap_unordered( + partial(write_sample, dataset=dataset, base_path=out_path), + indices, chunksize=8)) + + +if __name__ == '__main__': + parser = argparse.ArgumentParser() + parser.add_argument("config", help="dataset configuration json file", + type=str) + + parser.add_argument("--output_dir", + help="directory where the output json files are " + "written", type=str, default='./') + + args = parser.parse_args() + + logging.basicConfig( + format='%(asctime)s %(levelname)-8s %(message)s', + level=logging.INFO, datefmt='%Y-%m-%d %H:%M:%S') + + json_conf_path = args.config + with open(json_conf_path) as file: + conf_dict = json.load(file) + + cfg = NuscenesDatasetConfig(conf_dict) + + create_dataset(cfg, args.output_dir) diff --git a/rvfn/tools/visualize_pointcloud.py b/rvfn/tools/visualize_pointcloud.py new file mode 100644 index 0000000..3f37443 --- /dev/null +++ b/rvfn/tools/visualize_pointcloud.py @@ -0,0 +1,11 @@ +from rvfn.utils.pointcloud import show_pointcloud +import argparse + + +if __name__ == "__main__": + parser = argparse.ArgumentParser() + parser.add_argument('ply_file', help='input pointcloud data') + args = parser.parse_args() + + show_pointcloud(args.ply_file) + diff --git a/rvfn/tools/visualize_results.py b/rvfn/tools/visualize_results.py new file mode 100644 index 0000000..39b4455 --- /dev/null +++ b/rvfn/tools/visualize_results.py @@ -0,0 +1,70 @@ +""" +Given a predictions JSON file, this script visualizes them over the samples in + bird's eye view +""" + +import argparse +from pathlib import Path +import json + +from progressbar import progressbar + +from rvfn.datasets.nuscenes_fusion import NuscenesFusionDataset,\ + find_sample_idx +from rvfn.config.pipeline_config import PipelineConfig +from rvfn.utils.results_dict import get_prediction_from_result_dict + + +def main(): + parser = argparse.ArgumentParser() + + # We technically only need the dataset config here, but take the pipeline + # config for convenience + parser.add_argument('pipeline_config', + help='Pipeline configuration json file') + parser.add_argument('predictions', help='Predictions JSON file') + parser.add_argument('out', help='Output path') + parser.add_argument('--display_conf', + help='Display confidence for predicted bboxes', + action='store_true') + + args = parser.parse_args() + + out_path = Path(args.out) + out_path.mkdir(parents=True, exist_ok=True) + + pipeline_cfg = PipelineConfig.from_file(args.pipeline_config) + + dataset = NuscenesFusionDataset(pipeline_cfg.dataset_config, perturb=False) + + with open(args.predictions) as f: + predictions = json.load(f) + + for token in progressbar(predictions): + results = predictions[token] + + sample_idx = find_sample_idx(dataset, token) + if sample_idx is None: + print('Sample with token {} not found in dataset!'.format(token)) + return + + ego_pose = dataset.get_ego_pose(sample_idx) + bboxes = [] + scores = [] + for result in results: + bbox, score = get_prediction_from_result_dict(result, ego_pose, + dataset.offsets) + bboxes.append(bbox) + scores.append(score) + + if args.display_conf: + fig = dataset.visualize_sample_bev(sample_idx, bboxes, scores) + else: + fig = dataset.visualize_sample_bev(sample_idx, bboxes) + + fig.savefig( + out_path / (str(sample_idx).zfill(5) + "_" + token + '.svg')) + + +if __name__ == '__main__': + main() diff --git a/rvfn/train.py b/rvfn/train.py new file mode 100644 index 0000000..6df2f71 --- /dev/null +++ b/rvfn/train.py @@ -0,0 +1,286 @@ +import argparse +import logging +from pathlib import Path +import json + +import torch.utils.data as data +import torch.optim as optim +import torch.nn as nn +import torch +from torch.utils.tensorboard import SummaryWriter + +from rvfn.datasets.dataset import SerializedDataset +from rvfn.datasets.nuscenes_fusion import NuscenesFusionDataset +from rvfn.model.model import RadarVoxelFusionNet +from rvfn.model.loss import RegLoss, ScoreLoss, DirLoss +from rvfn.config.training_config import TrainingConfig +from rvfn.config.eval_config import EvalConfig +from rvfn.config.pipeline_config import PipelineConfig +from rvfn.model.target import LossTargetGenerator +from rvfn.eval import evaluate, write_metrics +from rvfn.utils.collate import collate + + +def train(pipeline_config: PipelineConfig, + train_config: TrainingConfig, + eval_config: EvalConfig, + train_samples_filepath: str, + val_samples_filepath: str, + serialized_dataset_path: str = None, + checkpoint=None): + if serialized_dataset_path: + train_dataset = SerializedDataset(serialized_dataset_path, + train_samples_filepath) + val_dataset = SerializedDataset(serialized_dataset_path, + val_samples_filepath) + else: + train_dataset = NuscenesFusionDataset(pipeline_config.dataset_config, + train_samples_filepath, + perturb=train_config.augment) + val_dataset = NuscenesFusionDataset(pipeline_config.dataset_config, + val_samples_filepath, + perturb=False) + + train_loader = data.DataLoader(train_dataset, collate_fn=collate, + batch_size=train_config.batch_size, + num_workers=train_config.data_loader_workers) + + num_devices = len(train_config.device_ids) + gpu_zero = None + if num_devices > 0: + assert torch.cuda.is_available(), 'You specified GPU ids but cuda is' \ + ' not available. Use device_ids: ' \ + '[] to run on CPU.' + gpu_zero = train_config.device_ids[0] + + device = torch.device( + 'cuda:' + str(gpu_zero) if gpu_zero is not None else "cpu") + + net = RadarVoxelFusionNet(pipeline_config.model_config) + + if num_devices > 1: + if pipeline_config.model_config.middle_block == 'sparse': + raise NotImplementedError( + 'SparseConvNet doesn\'t support multi-GPU ' + 'operation. You can use a different middle ' + 'block with multiple GPUs.') + else: + net = nn.DataParallel(net, device_ids=train_config.device_ids) + + net.to(device) + + if train_config.optimizer == 'SGD': + optimizer = optim.SGD(net.parameters(), lr=train_config.learning_rate) + elif train_config.optimizer == 'AMSGrad': + optimizer = optim.Adam(net.parameters(), lr=train_config.learning_rate, + eps=train_config.epsilon, + weight_decay=train_config.weight_decay, + amsgrad=True) + else: + raise NotImplementedError('Optimizer not implemented: ', + train_config.optimizer) + + score_criteria = ScoreLoss( + train_config.loss_config.score_loss_config) + reg_criteria = RegLoss(train_config.loss_config.reg_loss_config) + dir_criteria = DirLoss(train_config.loss_config.dir_loss_config) + + target_generator = LossTargetGenerator(pipeline_config.target_config, + device) + + epoch = 0 + if checkpoint is not None: + net.load_state_dict(checkpoint['model_state_dict']) + optimizer.load_state_dict(checkpoint['optimizer_state_dict']) + epoch = checkpoint['epoch'] + 1 + + # Create output directories if they don't exist already + base_out_path = Path(train_config.out_path) + checkpoint_path = base_out_path / 'checkpoints' + logs_path = base_out_path / 'logs' + config_save_path = base_out_path / 'configs' + + checkpoint_path.mkdir(parents=True, exist_ok=True) + logs_path.mkdir(exist_ok=True) + config_save_path.mkdir(exist_ok=True) + + writer = SummaryWriter(logs_path) + + # Write pipeline, training, and evaluation configs used for the session + # to the output directory + with open(config_save_path / 'pipeline_config.json', 'w') as f: + json.dump(pipeline_config.dict(), f, indent=4) + with open(config_save_path / 'train_config.json', 'w') as f: + json.dump(train_config.dict(), f, indent=4) + with open(config_save_path / 'eval_config.json', 'w') as f: + json.dump(eval_config.dict(), f, indent=4) + + epochs = train_config.epochs + while epoch < epochs: + logging.info("Starting epoch {}".format(epoch)) + + running_reg_loss = 0.0 + running_score_loss = 0.0 + running_dir_loss = 0.0 + + running_total_loss = 0.0 + + net.train() + for i, sample in enumerate(train_loader): + voxels, features, bboxes, labels, tokens = sample + + # In case the last sample in batch has no points, SparseConvNet + # may not deduce the batch size correctly. This is a workaround + # by checking if the voxels tensor is non-empty, and the sample-id + # of the last voxel matches the batch_size. + if voxels.shape[0] == 0 or voxels[-1][-1] != len(bboxes) - 1: + continue + + voxels = voxels.to(device) + features = features.to(device) + scores, regs, dirs = net(voxels, features) + + bbox_targets, reg_targets, dir_targets, _, positive, negative, \ + ignore = target_generator.get_targets(bboxes) + + score_loss = score_criteria(scores, + bbox_targets.to(device), + positive.to(device), + negative.to(device)) + reg_loss = reg_criteria(regs, reg_targets.to(device), + positive.to(device)) + + running_score_loss += score_loss.item() + running_reg_loss += reg_loss.item() + + score_loss *= train_config.loss_config.score_loss_weight + reg_loss *= train_config.loss_config.reg_loss_weight + + loss = score_loss + reg_loss + + if pipeline_config.target_config.sine_yaw_targets: + dir_loss = dir_criteria(dirs, + dir_targets.to(device), + positive.to(device)) + + running_dir_loss += dir_loss.item() + dir_loss *= train_config.loss_config.dir_loss_weight + + loss += dir_loss + + running_total_loss += loss.item() + + optimizer.zero_grad() + loss.backward() + optimizer.step() + + interval = train_config.log_interval + if i % interval == interval - 1: # every interval mini-batches + logging.info( + "RUNNING LOSS: {}".format(running_total_loss / interval)) + + step = (epoch * len( + train_loader) + i) * train_config.batch_size + + writer.add_scalar("running_loss_total", + running_total_loss / interval, step) + writer.add_scalar("running_loss_reg", + running_reg_loss / interval, step) + writer.add_scalar("running_loss_score", + running_score_loss / interval, step) + writer.add_scalar("running_loss_dir", + running_dir_loss / interval, step) + + running_score_loss = 0 + running_reg_loss = 0 + running_dir_loss = 0 + running_total_loss = 0 + + if epoch % train_config.eval_interval == \ + train_config.eval_interval - 1: + # Evaluate on the validation set + val_metrics, val_score_loss, val_reg_loss, val_dir_loss = \ + evaluate(net, val_dataset, target_generator, + score_criteria, reg_criteria, dir_criteria, device, + dataset_fraction=1.0, eval_config=eval_config, + infer_config=pipeline_config.infer_config) + + writer.add_scalar("val_loss_bbox", val_score_loss, epoch) + writer.add_scalar("val_loss_reg", val_reg_loss, epoch) + writer.add_scalar("val_loss_dir", val_dir_loss, epoch) + + # Write the metrics to tensorboard + write_metrics(val_metrics, writer, epoch, 'val_') + + if train_config.eval_on_train_fraction > 0: + # Evaluate on a fraction of training set + train_metrics, _, _, _ = \ + evaluate(net, train_dataset, + target_generator, + score_criteria, + reg_criteria, + dir_criteria, + device, + dataset_fraction=train_config.eval_on_train_fraction, + eval_config=eval_config, + infer_config=pipeline_config.infer_config, + calc_loss=False) + + write_metrics(train_metrics, writer, epoch, 'train_') + + val_metrics.print() + + if epoch % train_config.checkpoint_interval == \ + train_config.checkpoint_interval - 1: + torch.save({ + 'epoch': epoch, + 'model_state_dict': net.state_dict(), + 'optimizer_state_dict': optimizer.state_dict() + }, checkpoint_path / 'checkpoint_{}'.format(epoch)) + epoch += 1 + + +def main(): + parser = argparse.ArgumentParser() + + parser.add_argument("pipeline_config", + help="Pipeline configuration json file") + parser.add_argument("train_config", + help="Training configuration json file") + parser.add_argument("eval_config", + help="Evaluation configuration json file") + + parser.add_argument("--train_samples", + help="Path to json file containing training samples' " + "tokens", default=None) + parser.add_argument("--val_samples", + help="Path to json file containing validation samples'" + " tokens", default=None) + + parser.add_argument("--checkpoint", help="checkpoint file", + default=None) + + parser.add_argument("--serialized", + help="Load from a serialized dataset. " + "Path to the dataset files directory") + + args = parser.parse_args() + + logging.basicConfig( + format='%(asctime)s %(levelname)-8s %(message)s', + level=logging.INFO, datefmt='%Y-%m-%d %H:%M:%S') + + pipeline_cfg = PipelineConfig.from_file(args.pipeline_config) + train_cfg = TrainingConfig.from_file(args.train_config) + eval_cfg = EvalConfig.from_file(args.eval_config) + + checkpoint = None + if args.checkpoint is not None: + checkpoint = torch.load(args.checkpoint) + + train(pipeline_cfg, train_cfg, eval_cfg, args.train_samples, + args.val_samples, args.serialized, checkpoint) + + +if __name__ == '__main__': + main() diff --git a/rvfn/utils/collate.py b/rvfn/utils/collate.py new file mode 100644 index 0000000..450396e --- /dev/null +++ b/rvfn/utils/collate.py @@ -0,0 +1,33 @@ +""" +Provides a function for combining multiple samples into a batch +""" + +import torch + + +def collate(batch): + """ + Combines multiple samples from the dataset into a batch. + Args: + batch: A list of outputs from NuscenesDataset + + Returns: + voxels, features, ground-truth bboxes, labels, and sample tokens for + the batch + + """ + voxels = [sample['voxels'] for sample in batch] + for idx, sample_voxels in enumerate(voxels): + sample_idx_vector = torch.full((sample_voxels.shape[0], 1), idx, + dtype=torch.int) + voxels[idx] = torch.cat((sample_voxels, sample_idx_vector), dim=1) + voxels = torch.cat(voxels) + + features = [sample['features'] for sample in batch] + features = torch.cat(features) + + bboxes = [sample['bboxes'] for sample in batch] + labels = [sample['labels'] for sample in batch] + tokens = [sample['sample_token'] for sample in batch] + + return voxels, features, bboxes, labels, tokens diff --git a/rvfn/utils/depth_completion.py b/rvfn/utils/depth_completion.py new file mode 100644 index 0000000..87646e0 --- /dev/null +++ b/rvfn/utils/depth_completion.py @@ -0,0 +1,394 @@ +""" +This file contains different functions and classes for producing dense depth +maps from sparse LIDAR data. +Implemented methods: + MaskedConvDepth: + Provides arbitrary masked convolution for depth completion. + Allows use of RGB data for guiding the depth estimation. + Provides good results for sparse data, but is slow. + + KnnDepth: + K-Nearest-Neighbours regression for depth completion + + ModifiedIpBasicDepth: + IP-BASIC (https://arxiv.org/abs/1802.00036, + https://github.com/kujason/ip_basic), + modified to work with sparser data. +""" +import numpy as np +import cv2 +import math +from sklearn.neighbors import KNeighborsRegressor + + +def color_distance(color_1, color_2): + """ + Returns euclidean distance between two RGB colors + """ + sum_diff = sum((color_1[i] - color_2[i]) ** 2 for i in range(3)) + return math.sqrt(sum_diff) / 255 + + +def gaussian_kernel(l=5, sig_x=1., sig_y=1., normalize=False): + """ + creates gaussian kernel with side length l and sigmas of sig_x and sig_y + Adopted from an answer here: https://stackoverflow.com/q/29731726 + """ + + ax = np.linspace(-(l - 1) / 2., (l - 1) / 2., l) + xx, yy = np.meshgrid(ax, ax) + + kernel = np.exp(-0.5 * ( + np.square(xx) / np.square(sig_x) + + np.square(yy) / np.square(sig_y))) + if normalize: + kernel /= np.sum(kernel) + return kernel + + +class KnnDepth: + """ + Depth completion based on K-nearest-neighbour regression. + Fills depth array in-place. + """ + + def __init__(self, depth, k=10, weights='distance', n_jobs=-1): + """ + Prepare data-structures for KNN + Args: + depth: Depth array (2D floating point) + k: K parameter of KNN + weights: Weight scheme to use for regression. + See sklearn.KNeighborsRegressor for more details + n_jobs: Number of parallel jobs to run. + """ + self.depth = depth + valid_points = np.transpose(np.nonzero(depth)) + valid_points_depths = [depth[x[0], x[1]] for x in valid_points] + + self.neigh = KNeighborsRegressor(n_neighbors=k, weights=weights, + n_jobs=n_jobs) + self.neigh.fit(valid_points, valid_points_depths) + + def fill_depth(self, grid=None, mask=None): + """ + Fill depth in depth image in-place. + Args: + grid: Pair of arrays representing coordinates to be filled in format: + ([v0, v1, v2, ...], [u0, u1, u2, ...]) in which case the pixels + will be filled. If None all pixels with value + equal to zero filtered by mask will be filled. + mask: If not None, prediction will only be made for pixels where the + corresponding mask value is True. Must be same shape as depth-map. + + Returns: Filled depth array + """ + if grid is None: + # Mask of pixels were prediction is to be made on + condition = (self.depth == 0) + if mask: + assert mask.shape == self.depth.shape + condition &= mask + + predict = np.nonzero(condition) + else: + yy, xx = grid + predict = (np.ravel(yy), np.ravel(xx)) + + self.depth[predict] = self.neigh.predict(np.transpose(predict)) + + return self.depth + + +class MaskedConvDepth: + """ + Class for depth completion using Masked convolutions on sparse 2D arrays. + Works by adding the values of each position where mask is set to True to + the rest of the image, weighted according to the kernel and the RGB image. + Only works for symmetrical kernels. + """ + + def __init__(self, depth, mask, rgb=None): + """ + Prepares helper arrays for convolutions. + Args: + depth: Depth array + mask: Which pixels to use. Must be same dimensions as depth. + rgb: RGB image to use as guidance. + """ + assert mask.shape == depth.shape + self.height, self.width = depth.shape + + self.rgb = rgb + self.depth = depth + self.mask = mask + + # Array where the valid pixel values times corresponding weights from + # the kernel are accumulated. + self.values = np.zeros(depth.shape) + # Sum of weights used for each pixel. + self.weights = np.zeros(depth.shape) + + def fill_depth(self, kernel=None, rgb_weight=0): + """ + Creates a filled depth image based on kernel and mask. + Args: + kernel: Kernel to use for convolutions. If none a gaussian kernel + with sigmas of 7 in x direction and 15 in y direction will be used + rgb_weight: Weight of RGB signal. Higher value increases the + effect of the RGB image on depth estimation. + + Returns: Filled depth array + """ + if kernel is None: + # Empirically chosen values for a single sweep of Nuscenes LIDAR. + # The sparser the data, the bigger the kernel and the sigmas should + # be. In this case the sparsity in the y direction is higher than + # x direction, hence the asymmetry in the sigmas. + kernel = gaussian_kernel(51, 7, 15) + + for i in range(self.height): + for j in range(self.width): + if self.mask[i, j]: + self.__add_kernel((i, j), kernel, rgb_weight) + + for i in range(self.height): + for j in range(self.width): + if self.weights[i, j] > 0: + self.depth[i, j] = self.values[i, j] / self.weights[i, j] + + return self.depth + + def __add_kernel(self, point, kernel, rgb_weight=0): + """ + Adds weights at point according to kernel and rgb_weight + """ + v, u = point + point_value = self.depth[v, u] + + top_left_v = v - int(kernel.shape[0] / 2) + top_left_u = u - int(kernel.shape[1] / 2) + + for i in range(kernel.shape[0]): + curr_v = i + top_left_v + if curr_v < 0 or curr_v >= self.height: + continue + for j in range(kernel.shape[1]): + curr_u = j + top_left_u + if curr_u < 0 or curr_u >= self.width: + continue + + weight = kernel[i, j] + + if self.rgb is not None: + weight += kernel[i, j] * rgb_weight * color_distance( + self.rgb.getpixel((curr_u, curr_v)), + self.rgb.getpixel((u, v))) + + self.values[curr_v, curr_u] += weight * point_value + self.weights[curr_v, curr_u] += weight + + +class ModifiedIpBasicDepth: + """ + Multi-scale dilation version of IP-BASIC from: https://github.com/kujason/ip_basic + Relative to the original this uses bigger kernels to work with sparse data + and forgoes use of a median blur stage (s4 in the original). + """ + # Full kernels + FULL_KERNEL_3 = np.ones((3, 3), np.uint8) + FULL_KERNEL_5 = np.ones((5, 5), np.uint8) + FULL_KERNEL_7 = np.ones((7, 7), np.uint8) + FULL_KERNEL_9 = np.ones((9, 9), np.uint8) + FULL_KERNEL_31 = np.ones((31, 31), np.uint8) + + # 3x3 cross kernel + CROSS_KERNEL_3 = np.asarray( + [ + [0, 1, 0], + [1, 1, 1], + [0, 1, 0], + ], dtype=np.uint8) + + # 5x5 cross kernel + CROSS_KERNEL_5 = np.asarray( + [ + [0, 0, 1, 0, 0], + [0, 0, 1, 0, 0], + [1, 1, 1, 1, 1], + [0, 0, 1, 0, 0], + [0, 0, 1, 0, 0], + ], dtype=np.uint8) + + # 7x7 cross kernel + CROSS_KERNEL_7 = np.asarray( + [ + [0, 0, 0, 1, 0, 0, 0], + [0, 0, 0, 1, 0, 0, 0], + [0, 0, 0, 1, 0, 0, 0], + [1, 1, 1, 1, 1, 1, 1], + [0, 0, 0, 1, 0, 0, 0], + [0, 0, 0, 1, 0, 0, 0], + [0, 0, 0, 1, 0, 0, 0], + ], dtype=np.uint8) + + # 5x5 diamond kernel + DIAMOND_KERNEL_5 = np.array( + [ + [0, 0, 1, 0, 0], + [0, 1, 1, 1, 0], + [1, 1, 1, 1, 1], + [0, 1, 1, 1, 0], + [0, 0, 1, 0, 0], + ], dtype=np.uint8) + + # 7x7 diamond kernel + DIAMOND_KERNEL_7 = np.asarray( + [ + [0, 0, 0, 1, 0, 0, 0], + [0, 0, 1, 1, 1, 0, 0], + [0, 1, 1, 1, 1, 1, 0], + [1, 1, 1, 1, 1, 1, 1], + [0, 1, 1, 1, 1, 1, 0], + [0, 0, 1, 1, 1, 0, 0], + [0, 0, 0, 1, 0, 0, 0], + ], dtype=np.uint8) + + def __init__(self, max_depth=100.0, + dilation_kernel_far=CROSS_KERNEL_3, + dilation_kernel_med=CROSS_KERNEL_5, + dilation_kernel_near=CROSS_KERNEL_7, + extrapolate=False, + blur_type='bilateral'): + """ + IP-BASIC depth completion object. + Args: + max_depth: max depth value for inversion + dilation_kernel_far: dilation kernel to use for 30 < depths + dilation_kernel_med: dilation kernel to use for 15 < depths < 30m + dilation_kernel_near: dilation kernel to use for 0.1 < depths < 15m + extrapolate:whether to extrapolate by extending depths to top of + the frame, and applying a 31x31 full kernel dilation + blur_type: + 'gaussian' - provides lower RMSE (use with sparse data) + 'bilateral' - preserves local structure (use with dense data) + """ + self.max_depth = max_depth + self.dilation_kernel_far = dilation_kernel_far + self.dilation_kernel_med = dilation_kernel_med + self.dilation_kernel_near = dilation_kernel_near + self.extrapolate = extrapolate + self.blur_type = blur_type + + def fill_depth(self, depth): + """ + Fill depths on depth. + Args: + depth: Depth array + + Returns: Filled depth array + """ + # Convert to float32 + depths_in = np.float32(depth) + + # Calculate bin masks before inversion + valid_pixels_near = (depths_in > 0.1) & (depths_in <= 15.0) + valid_pixels_med = (depths_in > 15.0) & (depths_in <= 30.0) + valid_pixels_far = (depths_in > 30.0) + + # Invert (and offset) + s1_inverted_depths = np.copy(depths_in) + valid_pixels = (s1_inverted_depths > 0.1) + s1_inverted_depths[valid_pixels] = \ + self.max_depth - s1_inverted_depths[valid_pixels] + + # Multi-scale dilation + dilated_far = cv2.dilate( + np.multiply(s1_inverted_depths, valid_pixels_far), + self.dilation_kernel_far) + dilated_med = cv2.dilate( + np.multiply(s1_inverted_depths, valid_pixels_med), + self.dilation_kernel_med) + dilated_near = cv2.dilate( + np.multiply(s1_inverted_depths, valid_pixels_near), + self.dilation_kernel_near) + + # Find valid pixels for each binned dilation + valid_pixels_near = (dilated_near > 0.1) + valid_pixels_med = (dilated_med > 0.1) + valid_pixels_far = (dilated_far > 0.1) + + # Combine dilated versions, starting farthest to nearest + s2_dilated_depths = np.copy(s1_inverted_depths) + s2_dilated_depths[valid_pixels_far] = dilated_far[valid_pixels_far] + s2_dilated_depths[valid_pixels_med] = dilated_med[valid_pixels_med] + s2_dilated_depths[valid_pixels_near] = dilated_near[valid_pixels_near] + + # Small hole closure + s3_closed_depths = cv2.morphologyEx( + s2_dilated_depths, cv2.MORPH_CLOSE, self.FULL_KERNEL_5) + + # Calculate a top mask + top_mask = np.ones(depths_in.shape, dtype=np.bool) + for pixel_col_idx in range(s3_closed_depths.shape[1]): + pixel_col = s3_closed_depths[:, pixel_col_idx] + top_pixel_row = np.argmax(pixel_col > 0.1) + top_mask[0:top_pixel_row, pixel_col_idx] = False + + # Get empty mask + valid_pixels = (s3_closed_depths > 0.1) + empty_pixels = ~valid_pixels & top_mask + + # Hole fill + dilated = cv2.dilate(s3_closed_depths, self.FULL_KERNEL_9) + s4_dilated_depths = np.copy(s3_closed_depths) + s4_dilated_depths[empty_pixels] = dilated[empty_pixels] + + # Extend highest pixel to top of image or create top mask + s5_extended_depths = np.copy(s4_dilated_depths) + top_mask = np.ones(s4_dilated_depths.shape, dtype=np.bool) + + top_row_pixels = np.argmax(s4_dilated_depths > 0.1, axis=0) + top_pixel_values = s4_dilated_depths[top_row_pixels, + range(s4_dilated_depths.shape[1])] + + for pixel_col_idx in range(s4_dilated_depths.shape[1]): + if self.extrapolate: + s5_extended_depths[0:top_row_pixels[pixel_col_idx], + pixel_col_idx] = top_pixel_values[pixel_col_idx] + else: + # Create top mask + top_mask[0:top_row_pixels[pixel_col_idx], + pixel_col_idx] = False + + # Fill large holes with masked dilations + s6_blurred_depths = np.copy(s5_extended_depths) + for i in range(6): + empty_pixels = (s6_blurred_depths < 0.1) & top_mask + dilated = cv2.dilate(s6_blurred_depths, self.FULL_KERNEL_5) + s6_blurred_depths[empty_pixels] = dilated[empty_pixels] + + # Median blur + blurred = cv2.medianBlur(s6_blurred_depths, 5) + valid_pixels = (s6_blurred_depths > 0.1) & top_mask + s6_blurred_depths[valid_pixels] = blurred[valid_pixels] + + if self.blur_type == 'gaussian': + # Gaussian blur + blurred = cv2.GaussianBlur(s6_blurred_depths, (5, 5), 0) + valid_pixels = (s6_blurred_depths > 0.1) & top_mask + s6_blurred_depths[valid_pixels] = blurred[valid_pixels] + elif self.blur_type == 'bilateral': + # Bilateral blur + blurred = cv2.bilateralFilter(s6_blurred_depths, 5, 0.5, 2.0) + s6_blurred_depths[valid_pixels] = blurred[valid_pixels] + + # Invert (and offset) + s7_inverted_depths = np.copy(s6_blurred_depths) + valid_pixels = np.where(s7_inverted_depths > 0.1) + s7_inverted_depths[valid_pixels] = \ + self.max_depth - s7_inverted_depths[valid_pixels] + + depths_out = s7_inverted_depths + + return depths_out diff --git a/rvfn/utils/nuscenes_utils.py b/rvfn/utils/nuscenes_utils.py new file mode 100644 index 0000000..9eeb700 --- /dev/null +++ b/rvfn/utils/nuscenes_utils.py @@ -0,0 +1,336 @@ +""" +Helper functions for use of Nuscenes dataset +""" + +import numpy as np +from typing import List +import open3d as o3d +from pyquaternion import Quaternion +from nuscenes.nuscenes import NuScenes, NuScenesExplorer +from nuscenes.utils.data_classes import PointCloud, LidarPointCloud, Box +from os import path +import PIL.Image as pil +import copy +from rvfn.utils.pointcloud import project_points + + +class Category: + # Nuscenes detection challenge category map according to: + # https://www.nuscenes.org/object-detection + CATEGORY_MAP = { + 'car': ['vehicle.car'], + 'bus': ['vehicle.bus.bendy', 'vehicle.bus.rigid'], + 'bicycle': ['vehicle.bicycle'], + 'pedestrian': ['human.pedestrian.adult', 'human.pedestrian.child', + 'human.pedestrian.construction_worker', + 'human.pedestrian.police_officer'], + 'construction_vehicle': ['vehicle.construction'], + 'motorcycle': ['vehicle.motorcycle'], + 'truck': ['vehicle.truck'], + 'trailer': ['vehicle.trailer'], + 'traffic_cone': ['movable_object.trafficcone'], + 'barrier': ['movable_object.barrier'], + 'ignore': ['animal', 'human.pedestrian.personal_mobility', + 'human.pedestrian.stroller', 'human.pedestrian.wheelchair', + 'movable_object.debris', 'movable_object.pushable_pullable', + 'static_object.bicycle_rack', 'vehicle.emergency.ambulance', + 'vehicle.emergency.police'] + } + + reverse_map = {} + for key in CATEGORY_MAP: + for value in CATEGORY_MAP[key]: + reverse_map[value] = key + + def __init__(self, name: str): + """ + Create a category either from the direct name, or from a nuscenes + sub-category name. + """ + if name in self.reverse_map: + name = self.reverse_map[name] + assert name in self.CATEGORY_MAP, \ + 'Category ' + name + ' not recognized' + + self.name = name + + def __eq__(self, other): + return self.name == other.name + + def nuscenes_subcategories(self) -> List[str]: + return self.CATEGORY_MAP[self.name] + + +def get_ann_records(nusc: NuScenes, sample, categories: List[Category] = None): + """ + Get annotation records from a Nuscenes sample + Args: + nusc: Nuscenes instance + sample: Nuscenes sample + categories: Only return annotations of these categories, returns all + annotations if equal to None. + + Returns: List of annotation records + + """ + sample_anns_tokens = sample['anns'] + anns = [nusc.get('sample_annotation', ann) for ann in sample_anns_tokens] + if categories is not None: + anns = [ann for ann in anns if + Category(ann['category_name']) in categories] + + return anns + + +def get_bbox_anns(nusc: NuScenes, sd_token: str, + categories: List[Category] = None) -> List[Box]: + """ + Get a list of bbox annotations for a sensor sample in vehicle coordinates + Args: + nusc: Nuscenes instance + sd_token: Nuscenes sample_data token + categories: Only return annotations of these categories, returns all + annotations if equal to None. + + Returns: List of Nusc.Boxes with positions relative to the ego pose. + + """ + sd_record = nusc.get('sample_data', sd_token) + pose_record = nusc.get('ego_pose', sd_record['ego_pose_token']) + boxes = nusc.get_boxes(sd_token) + + for box in boxes: + # Move box to ego vehicle coord system. + box.translate(-np.array(pose_record['translation'])) + box.rotate(Quaternion(pose_record['rotation']).inverse) + + if categories is not None: + boxes = [box for box in boxes if Category(box.name) in categories] + + return boxes + + +def get_bbox_anns_in_fov(nusc: NuScenes, sample, cam_name, img_size, + categories: List[Category] = None) -> List[Box]: + """ + Get a list of bbox annotations for sample that are within a camera's FOV. + Args: + nusc: Nuscenes instance + sample: Nuscenes sample + cam_name: Camera name (e.g. 'CAM_FRONT') + img_size: Camera image size (width, height) + categories: Only return annotations of these categories, returns all + annotations if equal to None. + + Returns: List of Nusc.Boxes with positions relative to the ego pose. + """ + sd_token = sample['data'][cam_name] + sd_record = nusc.get('sample_data', sd_token) + cs_record = nusc.get('calibrated_sensor', + sd_record['calibrated_sensor_token']) + intrinsics = np.array(cs_record['camera_intrinsic']) + + bboxes = np.array( + get_bbox_anns(nusc, sd_token, categories)) + + if bboxes.size > 0: + boxes_copy = copy.deepcopy(bboxes) + centers = [] + + for box in boxes_copy: + box.translate(-np.array(cs_record['translation'])) + box.rotate(Quaternion(cs_record['rotation']).inverse) + centers.append(box.center) + centers = np.array(centers).T + + _, mask = project_points(centers, intrinsics, img_size) + + bboxes = bboxes[mask] + + return bboxes + + +def get_sensor_transformations(nusc: NuScenes, sample, sensor='CAM_FRONT'): + """ + Returns sensor transformation and calibration information + Args: + nusc: Nuscenes instance + sample: Nuscenes sample + sensor: Sensor name + + Returns: 1x3 translation vector, + 1x4 rotation quaternion, + 3x3 calibration matrix if sensor is a camera. None otherwise. + """ + + sd_token = sample['data'][sensor] + sd_record = nusc.get('sample_data', sd_token) + sensor_record = nusc.get('calibrated_sensor', + sd_record['calibrated_sensor_token']) + + return sensor_record['translation'], sensor_record['rotation'], \ + sensor_record['camera_intrinsic'] + + +def o3d_pointcloud(pointcloud: PointCloud, + colors=None) -> o3d.geometry.PointCloud: + """ + Convert Nuscenes pointcloud to Open3D pointcloud. Will only retain xyz + coordinates and discard all other information. + Args: + pointcloud: Nuscenes pointcloud object + colors: List containing the RGB color for each of the points in + pointcloud in order. If length==1, the one color is given to all points + + Returns: Open3D pointcloud object. + """ + + num_points = pointcloud.nbr_points() + # The first 3 dimensions of Nuscenes pointclouds are xyz coordinates + points = [pointcloud.points[:3, i] for i in range(num_points)] + + pcd = o3d.geometry.PointCloud() + pcd.points = o3d.utility.Vector3dVector(points) + + if colors is not None: + if len(colors) == 1: + colors = [colors[0] for _ in range(num_points)] + + assert len(colors) == len(points) + + # o3d colors are in [0, 1] range + colors = [[c / 255 for c in color] for color in colors] + pcd.colors = o3d.utility.Vector3dVector(colors) + + return pcd + + +def get_projected_depth_map(nusc_exp: NuScenesExplorer, sample, + pointsensor_name='LIDAR_TOP', + cam_name='CAM_FRONT', + min_dist=1.0): + pointsensor_token = sample['data'][pointsensor_name] + camera_token = sample['data'][cam_name] + points, colors, im = nusc_exp.map_pointcloud_to_image(pointsensor_token, + camera_token, + min_dist) + + depth_map = np.zeros((im.size[1], im.size[0])) + for i in range(len(colors)): + depth_map[int(points[1][i])][int(points[0][i])] = colors[i] + + return depth_map + + +def load_and_transform_lidar_to_cam(nusc: NuScenes, sample, + cam_name='CAM_FRONT', + nsweeps=5): + """ + Load LIDAR points and transform to camera coordinates + Args: + nusc: Nuscenss instance + sample: Nuscenes sample + cam_name: Camera name to transform into + nsweeps: Number of LIDAR sweeps to use + + Returns: LidarPointCloud in the camera coordinates system + + """ + pointsensor_token = sample['data']['LIDAR_TOP'] + camera_token = sample['data'][cam_name] + + cam = nusc.get('sample_data', camera_token) + pointsensor = nusc.get('sample_data', pointsensor_token) + # pcl_path = path.join(nusc.dataroot, pointsensor['filename']) + + chan = pointsensor['channel'] + ref_chan = 'LIDAR_TOP' + + pc, _ = LidarPointCloud.from_file_multisweep(nusc, sample, chan, ref_chan, + nsweeps=nsweeps) + + # First step: transform the point-cloud to the ego vehicle frame for the + # timestamp of the sweep. + cs_record = nusc.get('calibrated_sensor', + pointsensor['calibrated_sensor_token']) + pc.rotate(Quaternion(cs_record['rotation']).rotation_matrix) + pc.translate(np.array(cs_record['translation'])) + + # Second step: transform to the global frame. + poserecord = nusc.get('ego_pose', pointsensor['ego_pose_token']) + pc.rotate(Quaternion(poserecord['rotation']).rotation_matrix) + pc.translate(np.array(poserecord['translation'])) + + # Third step: transform into the ego vehicle frame for the timestamp of + # the image. + poserecord = nusc.get('ego_pose', cam['ego_pose_token']) + pc.translate(-np.array(poserecord['translation'])) + pc.rotate(Quaternion(poserecord['rotation']).rotation_matrix.T) + + # Fourth step: transform into the camera. + cs_record = nusc.get('calibrated_sensor', cam['calibrated_sensor_token']) + pc.translate(-np.array(cs_record['translation'])) + pc.rotate(Quaternion(cs_record['rotation']).rotation_matrix.T) + + return pc + + +def transform_cam_to_lidar(nusc: NuScenes, sample, pc, + cam_name='CAM_FRONT'): + """ + Transform a PointCloud from camera coordinates to LIDAR coordinates + Args: + nusc: Nuscenss instance + sample: Nuscenes sample + pc: Nuscenes.PointCloud + cam_name: Camera name from the coordinates of which we transform + + Returns: PointCloud in LIDAR coordinates system + """ + pointsensor_token = sample['data']['LIDAR_TOP'] + camera_token = sample['data'][cam_name] + + cam = nusc.get('sample_data', camera_token) + pointsensor = nusc.get('sample_data', pointsensor_token) + + # First step: transform to ego vehicle coordinates. + cs_record = nusc.get('calibrated_sensor', cam['calibrated_sensor_token']) + pc.rotate(Quaternion(cs_record['rotation']).rotation_matrix) + pc.translate(np.array(cs_record['translation'])) + + # Second step: transform global coordinates. + poserecord = nusc.get('ego_pose', cam['ego_pose_token']) + pc.rotate(Quaternion(poserecord['rotation']).rotation_matrix) + pc.translate(np.array(poserecord['translation'])) + + # Third step: transform to ego vehicle at timestamp of the sweep. + poserecord = nusc.get('ego_pose', pointsensor['ego_pose_token']) + pc.translate(-np.array(poserecord['translation'])) + pc.rotate(Quaternion(poserecord['rotation']).rotation_matrix.T) + + # Fourth step: transform to LIDAR frame. + cs_record = nusc.get('calibrated_sensor', + pointsensor['calibrated_sensor_token']) + pc.translate(-np.array(cs_record['translation'])) + pc.rotate(Quaternion(cs_record['rotation']).rotation_matrix.T) + + return pc + + +if __name__ == '__main__': + nusc_root = path.expanduser('~/data/sets/nuscenes') + nusc = NuScenes(version='v1.0-mini', dataroot=nusc_root, verbose=True) + sample_token = 'c59e60042a8643e899008da2e446acca' # sample with vehicle close by + + my_sample = nusc.get('sample', sample_token) + + cam_front_data = nusc.get('sample_data', my_sample['data']['CAM_FRONT']) + img_path = path.join(nusc_root, cam_front_data['filename']) + img = pil.open(img_path).convert('RGB') + + pc, colors = get_camera_fused_pointcloud(nusc, my_sample, nsweeps=3, + fill_method='knn') + + # pcd = o3d_pointcloud(pc, colors) + # + # o3d.visualization.draw_geometries([pcd]) diff --git a/rvfn/utils/o3d_utils/lineset.py b/rvfn/utils/o3d_utils/lineset.py new file mode 100644 index 0000000..a91a053 --- /dev/null +++ b/rvfn/utils/o3d_utils/lineset.py @@ -0,0 +1,130 @@ +""" +Classes and functions for visualizing LineSets in Open3D +""" + +import open3d as o3d +import numpy as np +import itertools +from typing import List + +from rvfn.datasets.common import VehicleBox + + +class LineSetBox: + def __init__(self, corners: np.ndarray): + """ + LineSetBox from box corners + Args: + corners: , coordinates of the 8 corners of the box. + first four points must belong to the same face, and in a CW or CCW + order. And the second four points must be of the opposite face in + the same order. If the direction of the box matters, the first four + points must represent the front plane. + """ + assert corners.shape == (8, 3), \ + 'Input must be 8 points with 3 coordinates each.' \ + 'got {}'.format(corners.shape) + self.corners = corners + + @classmethod + def from_voxel(cls, idx: List[int], voxel_size: List[float]): + """ + LineSetBox from a voxel + Args: + idx: voxel index (coordinates within the voxel grid) + voxel_size: Dimensions of each voxel (x, y, z) + """ + assert len(idx) == len( + voxel_size) == 3, 'Got idx: {}, size: {}'.format(idx, voxel_size) + + coords = np.zeros((3, 2)) + for ax in range(3): + coords[ax][0] = idx[ax] * voxel_size[ax] + coords[ax][1] = (idx[ax] + 1) * voxel_size[ax] + + combinations = list(itertools.product([0, 1], repeat=3)) + + # Swap nodes positions to have the faces in a CCW order + combinations[2], combinations[3] = combinations[3], combinations[2] + combinations[6], combinations[7] = combinations[7], combinations[6] + + corners = [[coords[i][combinations[count][i]] for i in range(3)] for + count in range(8)] + return cls(np.array(corners)) + + @classmethod + def from_list(cls, box: List[float]): + return cls(VehicleBox.from_list(box).corners().T) + + def get_o3d_lineset(self, front_cross=False, + color=None) -> o3d.geometry.LineSet: + """ + Makes an o3d LineSet representing the box. + Args: + front_cross: whether to mark the front plane with a cross + color: color of the edges + + Returns: A LineSet containing 12 line segments representing the box. + if front_cross==True there will be 2 extra lines in a cross shape + on the front plane. + """ + lines = [ + # Front plane + [0, 1], [0, 3], [1, 2], [2, 3], + # Back plane + [4, 5], [4, 7], [5, 6], [6, 7], + [0, 4], [1, 5], [2, 6], [3, 7]] + + if front_cross: + lines += [[0, 2], [1, 3]] + + if color is None: + color = [1, 0.6, 0] # orange + + line_set = o3d.geometry.LineSet( + points=o3d.utility.Vector3dVector(self.corners), + lines=o3d.utility.Vector2iVector(lines), + ) + + line_set.paint_uniform_color(color) + + return line_set + + +def combine_linesets(linesets: List[o3d.geometry.LineSet], + color=None) -> o3d.geometry.LineSet: + """ + Combine a list of o3d LineSets into a single LineSet. + This is useful for visualizing a long list of LineSets as Open3D has + difficulties visualizing more than a certain number of them individually. + Args: + linesets: List of LineSets + color: Color to paint the combined LineSet + + Returns: Combined LineDet + + """ + if color is None: + color = [1, 0.6, 0] # orange + + all_points = np.asarray(linesets[0].points) + all_lines = np.asarray(linesets[0].lines) + + for i in range(1, len(linesets)): + lines = np.asarray(linesets[i].lines) + # fix the point indices for lines by adding the number of points + # entered before it + lines += all_points.shape[0] + all_lines = np.vstack((all_lines, lines)) + + points = np.asarray(linesets[i].points) + all_points = np.vstack((all_points, points)) + + ret_lineset = o3d.geometry.LineSet( + points=o3d.utility.Vector3dVector(all_points), + lines=o3d.utility.Vector2iVector(all_lines), + ) + + ret_lineset.paint_uniform_color(color) + + return ret_lineset diff --git a/rvfn/utils/o3d_utils/pointcloud.py b/rvfn/utils/o3d_utils/pointcloud.py new file mode 100644 index 0000000..28527b6 --- /dev/null +++ b/rvfn/utils/o3d_utils/pointcloud.py @@ -0,0 +1,115 @@ +""" +Helper functions for visualizing fused pointclouds +""" + +from matplotlib import cm +import numpy as np +import open3d as o3d + +from rvfn.datasets.common import PointCloud +from rvfn.datasets.nuscenes_fusion import NuscenesFusionDataset + + +def make_radar_lineset(radar_points, feats, color): + """ + Make an Open3D lineset for radar velocities + Args: + radar_points: pointcloud points that contain radar + features according to the feats dict. + feats: dict specifying the index for each feature in the input + pointcloud. The indices for x, y, and z must be sequential. + color: color for the lines. + + Returns: An Open3D lineset + """ + lineset_points = [] + lineset_lines = [] + + for p in radar_points.T: + vx = p[feats['vx']] + vy = p[feats['vy']] + source = p[feats['x']:feats['z'] + 1] + dest = [p[feats['x']] + vx, p[feats['y']] + vy, p[feats['z']]] + lineset_points.append(source) + lineset_points.append(dest) + + for i in range(0, len(lineset_points), 2): + lineset_lines.append([i, i + 1]) + + colors = [color for _ in range(len(lineset_lines))] + + line_set = o3d.geometry.LineSet( + points=o3d.utility.Vector3dVector(lineset_points), + lines=o3d.utility.Vector2iVector(lineset_lines), + ) + + line_set.colors = o3d.utility.Vector3dVector(colors) + + return line_set + + +def make_o3d_pcd(in_pcd: PointCloud, feats: dict, mode='rgb', radar=True): + """ + Makes an Open3D pointcloud and lineset for visualization of a fused + pointcloud + Args: + in_pcd: PointCloud, input pointcloud. + feats: dict specifying the index for each feature in the input + pointcloud. The indices for x, y, and z must be sequential. Same for + r, g, and b if applicable. + mode: One of: + - 'rgb': The point colors will be set based on RGB features + - 'intensity': The point colors will be set based on Lidar intensity + - None: The point colors won't be set + radar: If True points with radar dimensions will be colored and a + lineset denoting velocity of each of those points will be created + + Returns: an o3d pointcloud, and an o3d lineset. If radar==False, lineset + will be None. + """ + pcd = in_pcd.clone() + xyz = pcd.points[feats['x']:feats['z'] + 1, :].T + o3d_pcd = o3d.geometry.PointCloud(o3d.utility.Vector3dVector(xyz)) + + colors = [] + radar_color = [0, 0.5, 1] # radar color in middle blue + lineset = None + if mode == 'rgb': + colors = pcd.points[feats['r']:feats['b'] + 1, :].T + colors = np.array([[c / 255 for c in color] for color in colors]) + elif mode == 'intensity': + intensities = pcd.points[feats['intensity'], :].T + + # Similar scaling as done in nuscenes-devkit for visualization + # https://github.com/nutonomy/nuscenes-devkit/blob/20ab9c7df6b9fb731\ + # 9f32ffb5758dd5005a4d2ea/python-sdk/nuscenes/nuscenes.py#L532 + intensities = (intensities - np.min(intensities)) / ( + np.max(intensities) - np.min(intensities)) + intensities = intensities ** 0.1 + intensities = np.maximum(0, intensities - 0.5) + + viridis = cm.get_cmap('viridis', 12) + colors = np.array([viridis(c)[:3] for c in intensities]) + elif mode is None: + colors = None + + if radar: + radar_mask = np.ones(pcd.nbr_points(), dtype=bool) + radar_mask = np.logical_and(radar_mask, + pcd.points[feats['rcs'], :] != 0) + + radar_mask = np.logical_or(radar_mask, + pcd.points[feats['vx'], :] != 0) + radar_mask = np.logical_or(radar_mask, + pcd.points[feats['vy'], :] != 0) + + if colors is not None: + colors[radar_mask] = radar_color + + radar_points = pcd.points[:, radar_mask] + lineset = make_radar_lineset(radar_points, feats, radar_color) + + if colors is not None: + o3d_pcd.colors = o3d.utility.Vector3dVector(colors) + + return o3d_pcd, lineset diff --git a/rvfn/utils/o3d_utils/shapes.py b/rvfn/utils/o3d_utils/shapes.py new file mode 100644 index 0000000..19e7d1e --- /dev/null +++ b/rvfn/utils/o3d_utils/shapes.py @@ -0,0 +1,64 @@ +""" +Helper functions for creating different shapes from points in OpenCV +""" + +import numpy as np +import open3d as o3d +import math + + +pi = math.pi + + +def make_horizontal_circle_pcd(radius, center=(0, 0, 0), n=200): + """ + Make a circle of points parallel to the x-y plane + Args: + radius: Radius of the circle generated + center: Center point of the circle [x, y, z] + n: Number of point on the circle's circumference + + Returns: A pointcloud representing a circle + + """ + return [[math.cos(2 * pi / n * x) * radius + center[0], + math.sin(2 * pi / n * x) * radius + + center[1], center[2]] for x in range(0, n + 1)] + + +def make_line_segment_pcd(start, end, n=10): + """ + Make a line-segment out of points + Args: + start: Starting point of the line-segment [x, y, z] + end: End point of the line-segment [x, y, z] + n: Number of points in line-segment + + Returns: A pointcloud representing a line-segment + + """ + x, y, z = [np.arange(start[i], end[i], (end[i] - start[i]) / n) for i in + start] + return list(zip(x, y, z)) + + +def make_concentric_circles_pcd(num=10, dist=10, start=10): + """ + Make equidistant concentric circles centered at the origin using points. + Args: + num: Number of circles + dist: distance between circles + start: starting radius + + Returns: Pointcloud representing concentric circles + + """ + circles = [make_horizontal_circle_pcd(r) for r in + np.arange(start, dist * num + start, dist)] + + circles_pcd = [o3d.geometry.PointCloud() for i in range(len(circles))] + for i in range(len(circles)): + circles_pcd[i].points = o3d.utility.Vector3dVector(circles[i]) + circles_pcd[i].paint_uniform_color([1, 0.9, 0.5]) # distance circles in light yellow + + return circles_pcd diff --git a/rvfn/utils/pointcloud.py b/rvfn/utils/pointcloud.py new file mode 100644 index 0000000..6668413 --- /dev/null +++ b/rvfn/utils/pointcloud.py @@ -0,0 +1,197 @@ +from itertools import product, chain, repeat +import numpy as np +import open3d as o3d + + +def back_project(coords, depths, camera_intrinsic, camera_rotation=None, + camera_translation=None): + """ + Back project points from 2D to 3D. + Args: + coords: tuple of arrays (np.array(1xn), np.array(1xn)), + where the first array contain the y(or v) and the second one the + x(or u) coordinates of the points. This input format is chosen to + increase performance. + depths: array np.array(1xn) containing a scalar depth for each + of the points. + camera_intrinsic: 3x3 camera intrinsic parameters + camera_rotation: 3x3 camera rotation matrix + (with respect to the target coordinate system) + camera_translation: 1x3 camera translation + (with respect to the target coordinate system) + + Returns: + nx3 3D points in the target coordinate system + """ + ''' + Camera intrinsics of form: [fx, 0, cx] + [ 0, fy, cy] + [ 0, 0, 1] + ''' + + cx = camera_intrinsic[0][2] + cy = camera_intrinsic[1][2] + + fx = camera_intrinsic[0][0] + fy = camera_intrinsic[1][1] + + coords_y, coords_x = coords + + coords_y -= cy + coords_y *= depths / fy + + coords_x -= cx + coords_x *= depths / fx + + points = np.column_stack((coords_x, coords_y, depths)) + + # None is used as default and check here rather than using np.eye() and + # np.zeros() because np.dot() and operator+() still perform the operations + # in the trivial cases and reduce the performance. + if camera_rotation is not None: + points = np.dot(camera_rotation, points.T).T + + if camera_translation is not None: + points += np.array(camera_translation) + + return points + + +def back_project_img(depth, camera_intrinsic, rgb=None, + camera_rotation=None, + camera_translation=None): + """ + Back project image to a 3D pointcloud using pixel-by-pixel depth. + Args: + rgb: 3 channel pillow image + depth: Depth matrix with same dimensions as rgb + camera_intrinsic: 3x3 camera intrinsic parameters + camera_rotation: 3x3 camera rotation matrix + (with respect to the target coordinate system) + camera_translation: 1x3 camera translation + (with respect to the target coordinate system) + + Returns: List of 3D coordinates in the target coordinate system + , list of RGB colors + """ + + height, width = depth.shape + + # Create arrays coord_v and coord_u containing all the possible (v, u) + # coordinates in the image. + + # width times width times width times + # ----------- ----------- -------------------------- + # 0 0 0 0 0 0 ... 1 1 1 1 1 1 ... height-1 height-1 height-1 + coords_v = np.array( + list(chain.from_iterable(repeat(i, width) for i in range(height))), + dtype=float) + + # height times + # ------------------ + # 0 1 2 3 .. width-1 + coords_u = np.array(list(range(width)) * height, dtype=float) + + points = back_project((coords_v, coords_u), depth.flatten(), + camera_intrinsic, + camera_rotation, camera_translation) + colors = [] + if rgb is not None: + colors = np.array(rgb).reshape(-1, 3) + + return points, colors + + +def project_points(points, camera_intrinsics: np.ndarray, image_size, + min_dist=0.0): + """ + Project points on to an image plane using camera intrinsics, and return + mask of the ones that are within the image size. + The code is taken from parts of "map_pointcloud" function in nuscenes + devkit: https://github.com/nutonomy/nuscenes-devkit/blob/20ab9c7df6b9fb731\ + 9f32ffb5758dd5005a4d2ea/python-sdk/nuscenes/nuscenes.py#L532 + Args: + points: Matrix of points, where each point + (x, y, z, ...) is along a column. + camera_intrinsics: camera intrinsics matrix. + image_size: (int, int) image width and height in pixels. + min_dist: minimum distance (z) below which the mask will be false. + + Returns: Matrix of points, transformed and masked. + boolean mask the size of number of input points, + indicating whether each point was within camera FOV. + + """ + # Save the depths for filtering + depths = points[2, :] + + viewpad = np.eye(4) + viewpad[:camera_intrinsics.shape[0], :camera_intrinsics.shape[1]] = \ + camera_intrinsics + + nbr_points = points.shape[1] + + # Do operation in homogenous coordinates. + p_points = np.concatenate((points, np.ones((1, nbr_points)))) + p_points = np.dot(viewpad, p_points) + p_points = p_points[:3, :] + + p_points = p_points / p_points[2:3, :].repeat(3, 0).reshape(3, nbr_points) + + # Indices for 2D pixel dimensions + u = 0 # along the width axis + v = 1 # along the height axis + + # Create a mask for choosing points that are at least a certain distance + # away, and within the camera FOV. + mask = np.ones(points.shape[1], dtype=bool) + mask = np.logical_and(mask, depths > min_dist) + mask = np.logical_and(mask, p_points[u, :] >= 0) + mask = np.logical_and(mask, p_points[u, :] < image_size[0]) + mask = np.logical_and(mask, p_points[v, :] >= 0) + mask = np.logical_and(mask, p_points[v, :] < image_size[1]) + + return p_points, mask + + +def show_pointcloud(ply_file): + """ + Display pointcloud from file + Args: + ply_file: Pointcloud (.ply) file name + """ + pcd = o3d.io.read_point_cloud(ply_file) # Read the point cloud + + o3d.visualization.draw_geometries([pcd]) # Visualize the point cloud + + +def save_pointcloud(points, colors, ply_file_name): + """ + Save a pointcloud in ply format. + Args: + points: List of 3D point coordinates + colors: List of RGB values, same length as points + ply_file_name: Filename to save to + + """ + + points_str = [] + for i in range(points.len()): + points_str.append("%f %f %f %d %d %d\n" % ( + points[i][0], points[i][1], points[i][2], + colors[i][0], colors[i][1], colors[i][2])) + + file = open(ply_file_name, "w") + file.write('''ply +format ascii 1.0 +element vertex %d +property float x +property float y +property float z +property uchar red +property uchar green +property uchar blue +end_header +%s +''' % (len(points), "".join(points_str))) + file.close() diff --git a/rvfn/utils/results_dict.py b/rvfn/utils/results_dict.py new file mode 100644 index 0000000..a59c738 --- /dev/null +++ b/rvfn/utils/results_dict.py @@ -0,0 +1,58 @@ +""" +Provides function for converting the networks predictions to and from nuScenes + results dicts. +""" +import numpy as np + +from pyquaternion import Quaternion + + +def make_result_dict(sample_token, bbox, offsets, ego_pose, score, + detection_name='car'): + """ + + Args: + sample_token: nuScenes sample token + bbox: Prediction to convert + offsets: Dataset offsets + ego_pose: nuScenes ego pose for sample + score: prediction score + detection_name: The class of the predictions + + Returns: result dict + + """ + ego_rotation = Quaternion(ego_pose['rotation']) + orig_bbox = bbox[:3] - offsets + translation = ego_rotation.rotate(orig_bbox) + ego_pose['translation'] + + rotation = Quaternion(axis=(0.0, 0.0, 1.0), + radians=bbox[6]) * ego_rotation + return { + 'sample_token': sample_token, + 'translation': list(translation), + 'translation_ego': list(ego_pose['translation']), + # not in nuScenes spec + 'size': list(bbox[3:6]), + 'rotation': list(rotation), + 'velocity': [0, 0], # not predicted + 'detection_name': detection_name, + 'detection_score': float(score), + 'attribute_name': '' # not predicted + } + + +def get_prediction_from_result_dict(result_dict, ego_pose, offsets): + global_rotation = Quaternion(result_dict['rotation']) + ego_rotation = Quaternion(ego_pose['rotation']) + rotation = global_rotation * ego_rotation.inverse + bbox = np.empty(7) + bbox_local = np.array(result_dict['translation']) - \ + np.array(ego_pose['translation']) + + bbox[:3] = ego_rotation.inverse.rotate(bbox_local) + offsets + bbox[3:6] = result_dict['size'] + bbox[6] = rotation.yaw_pitch_roll[0] + + return bbox, result_dict['detection_score'] + diff --git a/rvfn/utils/visualization_helpers.py b/rvfn/utils/visualization_helpers.py new file mode 100644 index 0000000..45148c0 --- /dev/null +++ b/rvfn/utils/visualization_helpers.py @@ -0,0 +1,223 @@ +""" +Miscellaneous functions and classes to help with visualization +""" +import numpy as np +import cv2 +import math +import matplotlib.pyplot as plt +from matplotlib.axes import Axes +from pyquaternion import Quaternion +from PIL import Image + + +def show_colored_depth(depth_map): + """ + Displays depth_map with a color pallet + """ + # Invert non-zero depths for better visibility + inverted = np.copy(depth_map) + valid_pixels = (inverted > 0.1) + inverted[valid_pixels] = \ + 100 - inverted[valid_pixels] + image_jet = cv2.applyColorMap( + np.uint8(inverted / np.amax(inverted) * 255), + cv2.COLORMAP_JET) + + cv2.imshow("depths", image_jet) + cv2.waitKey(0) + cv2.destroyAllWindows() + + +def get_colors(colour_scheme: str = 'primary'): + """ + Provides an normalized numpy array of rgb colors according to TUM + CI standard. + + References: + https://gitlab.lrz.de/perception/radarseg/radarseg/visu/utils.py + + Arguments: + colour_scheme: Specifies the returned list of colors, . + + Return: + colors: Normalized array of rgb values (n, 3), + """ + # TUM CI primary colormap + primary = \ + [[0, 101, 189], + [255, 255, 255], + [0, 0, 0]] + + # TUM CI secondary colormap + secondary = \ + [[0, 82, 147], + [0, 51, 89], + [88, 88, 88], + [156, 157, 159], + [217, 217, 217]] + + # TUM CI accent colormap + accent = \ + [[218, 215, 203], + [227, 114, 34], + [162, 173, 0], + [152, 198, 234], + [100, 160, 200]] + + # TUM CI extended colormap + extended = \ + [[0, 0, 0], + [105, 8, 90], + [15, 27, 95], + [0, 119, 138], + [0, 124, 48], + [103, 154, 29], + [225, 220, 0], + [249, 186, 0], + [214, 76, 19], + [196, 7, 27], + [156, 13, 22]] + + # TUM blues + blues = \ + [[0, 0, 0], + [0, 101, 189], + [100, 160, 200], + [152, 198, 234]] + + colors = {'primary': primary, 'secondary': secondary, 'accent': accent, + 'extended': extended, 'blues': blues} + return np.array(colors[colour_scheme], np.float) / 255 + + +def render_ego_centric_map(scene_map, + ego_pose, + axes_limits: list = None, + ax: Axes = None): + """ + Renders a map centered around the associated ego pose. + + Reference: + https://github.com/nutonomy/nuscenes-devkit/blob/master/python-sdk/\ + nuscenes/nuscenes.py + + Changes are mostly to allow asymmetric axes limits + + Arguments: + scene_map: nuScenes map object + ego_pose: nuScenes pose of the ego vehicle + axes_limits: Axes limit in order left, right, up, + and down, measured in meters. + ax: Axes onto which to render + """ + + def crop_image(image: np.array, + x_px: int, + y_px: int, + axes_limit_px: np.array) -> np.array: + x_min = int(x_px - axes_limit_px[0]) + x_max = int(x_px + axes_limit_px[1]) + y_min = int(y_px - axes_limit_px[2]) + y_max = int(y_px + axes_limit_px[3]) + + cropped_image = image[y_min:y_max, x_min:x_max] + + return cropped_image + + if axes_limits is None: + axes_limits = [5, 55, 20, 20] + + map_mask = scene_map['mask'] + + # Retrieve and crop mask. + pixel_coords = map_mask.to_pixel_coords(ego_pose['translation'][0], + ego_pose['translation'][1]) + scaled_limits_px = np.array(axes_limits) / map_mask.resolution + scaled_limits_px = scaled_limits_px.astype(int) + + first_crop_limits_px = np.ones_like(scaled_limits_px) * np.max( + scaled_limits_px) * np.sqrt(2) + first_crop_limits_px = first_crop_limits_px.astype(int) + + mask_raster = map_mask.mask() + cropped = crop_image(mask_raster, pixel_coords[0], pixel_coords[1], + first_crop_limits_px) + + # Rotate image. + ypr_rad = Quaternion(ego_pose['rotation']).yaw_pitch_roll + yaw_deg = -math.degrees(ypr_rad[0]) + rotated_cropped = np.array(Image.fromarray(cropped).rotate(yaw_deg)) + + # Crop image. + ego_centric_map = crop_image(rotated_cropped, rotated_cropped.shape[1] / 2, + rotated_cropped.shape[0] / 2, + scaled_limits_px) + + # Init axes and show image. + # Set background to white and foreground (semantic prior) to gray. + if ax is None: + _, ax = plt.subplots(1, 1, figsize=(9, 9)) + + foreground_color = int(get_colors('secondary')[4][0] * 255) + ego_centric_map[ego_centric_map == map_mask.foreground] = foreground_color + ego_centric_map[ego_centric_map == map_mask.background] = 255 + ax.imshow(ego_centric_map, + extent=[-axes_limits[0], axes_limits[1], -axes_limits[2], + axes_limits[3]], + cmap='gray', vmin=0, vmax=255) + + +def render_annotation(annotation, + color=None, + ax=None, + linewidth: float = 1.0, + alpha: float = 0.7): + """ + Renders the given annotation. + + Reference: + https://github.com/nutonomy/nuscenes-devkit/python-sdk/nuscenes/\ + nuscenes.py + + Arguments: + annotation: NuScenes annotation object (bounding box). + color: Color of the bounding box, normalized rgb array(1, 3). + ax: LIDAR view point, . + linewidth: Width of annotation lines + alpha: Alpha value for annotation lines. + """ + + def draw_rect(selected_corners, color): + prev = selected_corners[-1] + for corner in selected_corners: + ax.plot([prev[0], corner[0]], [prev[1], corner[1]], color=color, + linewidth=linewidth, alpha=alpha) + prev = corner + + # Initialize + color = color if color is not None else np.array([0, 0, 0]) + + if ax is None: + fig = plt.figure(figsize=(9, 9)) + ax = fig.add_subplot(1, 1, 1) + + # Get annotation corners + corners = annotation.corners() + + # Draw the sides + for i in range(4): + ax.plot([corners.T[i][0], corners.T[i + 4][0]], + [corners.T[i][1], corners.T[i + 4][1]], + color=color, linewidth=linewidth, alpha=alpha) + + # Draw front (first 4 corners) and rear (last 4 corners) + # rectangles(3d)/lines(2d) + draw_rect(corners.T[:4], color) + draw_rect(corners.T[4:], color) + + # Draw line indicating the front + center_bottom_forward = np.mean(corners.T[2:4], axis=0) + center_bottom = np.mean(corners.T[[2, 3, 7, 6]], axis=0) + ax.plot([center_bottom[0], center_bottom_forward[0]], + [center_bottom[1], center_bottom_forward[1]], + color=color, linewidth=linewidth, alpha=alpha) diff --git a/setup.py b/setup.py new file mode 100644 index 0000000..0398b9a --- /dev/null +++ b/setup.py @@ -0,0 +1,12 @@ +import setuptools + +with open('requirements.txt') as f: + requirements = f.read().splitlines() + + +setuptools.setup( + name='rvfn', + version='1.0.0', + packages=setuptools.find_packages(), + install_requires=requirements +) diff --git a/splits/custom/mini/train_samples.json b/splits/custom/mini/train_samples.json new file mode 100644 index 0000000..b87df97 --- /dev/null +++ b/splits/custom/mini/train_samples.json @@ -0,0 +1 @@ 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"7ae00681137b40f5bd7bef3823a82ee2", "73e2b7fb98ef41aface277a968d65941", "c537fef0b4b241df92f44daa976fe5b3", "dd8d85a47000418e849e4cb2f2a3f45f", "c15f8261acfd4013a735798770fad71a", "0373e9d8886648779c8a73304919ab5f", "a5addc41b07842768a2183abdd01cff8", "46292fc546f048f29520299220f22798", "9ecb1b79dbe140ca860efc4adebe854b", "bad8a002637046178fe0f8216e5bc355", "4d8ff5b287bb4e1ba6d0a0f79fc74457", "af8c2d8187aa463eab3cccbd6abc1573", "73ccc9c10a3547849b8ff130d50bac98", "e6b0b282aa174a978272dc2d0a89d560", "f77ef1c17cbf432587d705c88ce76b3b", "77fc24547ab34182a945eecb825b6576", "648fe1aeca944fb793b334cb6ee01854", "1e0d1b76ea134c7db0592c4510f5e737", "fb61d590dd1143ccb12ea56fbe9d9d07", "3b594831ff7f4e27a9889c7b7d0d8e92", "8178cfbc864e4cb0b6e35746b32bed9f", "07c29094cb6144aa889c16c52f762d79", "a43568a562a043f38af0ec0b71520af7", "d1136fce62f14400a069613e274f46f7", "f65ffdc408fb4a0c8ef0d1614b47dce8", "0915646e387b484785ae2b847ffdee2f", "95c0a92d52584756832ec795d346e296", "9c7c7d5d109c40fcaecd3c422d37b4f6", "7d82aa0c679141d1a71733b85fdcd3ed", "07175443e8444b8c8c4802fd004e33c1", "056becbc0d5a46da8d59eebddedb47bb", "3b594af1b130490989536590345c9dc9", "acf9fcbeb1e346b98640f694f15460e8", "0e837c21890a4515874247ceb3dbf5c3", "f5f955d2d7594fb4b18ef615b421c98e", "6cb024831cce4b6e8acf85afb7cece6e", "8d7dcd1533704f5882a5afcb65509ed5", "f90292e4cdf647e1a8842baabdaafcec", "98fa81992fb04e799c329eca220e7164", "49dfd2f2fef447cc9b8dec3e17c1c919", "c18d3bcc9297454ba52112c079cb756e", "fe40762a54e1414da73de751877ad576", "0ee7e7691e3e4bd88d43150073906a4f", "b085cc54b9c6437db176033620d00529"] \ No newline at end of file diff --git a/splits/custom/trainval/README.md b/splits/custom/trainval/README.md new file mode 100644 index 0000000..e8ab571 --- /dev/null +++ b/splits/custom/trainval/README.md @@ -0,0 +1,5 @@ +### Custom Train-val split + +With 8 percent of total scenes selected for validation, +and only containing samples in which there are at least 2 cars +in the front camera FOV and closer than 50 meters. diff --git a/splits/custom/trainval/train_samples.json b/splits/custom/trainval/train_samples.json new file mode 100644 index 0000000..727cebb --- /dev/null +++ b/splits/custom/trainval/train_samples.json @@ -0,0 +1 @@ +["9e28820bd2ba4eb480e1b9079f17c30c", "3a9918ace7f3435ea3fe8a024cb3f181", "cc175ce81d9448c9b797dd81e1981460", "7778e7e99779472cbb886e43dbc9a1ea", "0bcb08a96d264c8ca9f2119c6b0dbeb2", "a71b19643dbc488e97323303442d1a21", "ecc288c7de6746348af26a0b368a945d", "1f1a315571894e99a53928e74e5efcad", "694bf9809dd34036b8e22b164be1f842", "556a590f3e1741fb87d7e4dc8ea687e4", "2a05c724ab044e5ab0c9edad7aa4472c", "0dc36bc3a7aa4b3bb221ca96d15c29ec", "d7f97118ac7846abb2172790c5aaa95b", "5560b4eacfe54b1fba1364ab9458c11d", "4e5e68d8f6c14b9685cb129fce75da81", "f900e1dbe5c1427f9818a984feb6309e", "b4c467c0d1e44b9eb0f34b553aed0b88", "96253fd0fbb140268a12a15c98cc8e34", "6563266bf0644b3f970a0575c1e58a5e", "a9d4af56bbfc41c78f10b252380c107c", 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\ No newline at end of file diff --git a/splits/official/train_samples.json b/splits/official/train_samples.json new file mode 100644 index 0000000..04c7543 --- /dev/null +++ b/splits/official/train_samples.json @@ -0,0 +1 @@ +["e93e98b63d3b40209056d129dc53ceee", "14d5adfe50bb4445bc3aa5fe607691a8", "ae4e0c3aa3f24c91aab599e8b54e9264", "8de7ec06e1ac48c689c4d24d6cc64fd7", "ba94cb79ebc74614bc2442185cb53c26", "4dfab70f0b3f405bbf17f7c534d2dd91", "140c678882194ae69e47136c81168b6d", "b8002d4effb540c0b1bb70addf423f32", "1e19d0a5189b46f4b62aa47508f2983e", "b7f4a3b32d654cc2b69c1c260a5f34a0", "917a76cd5f564387bcacc22537010630", "c0cd427afacb4c2bb974461eec1dbd79", "c36eb85918a84a788e236f5c9eef2b05", "5d054297a2bf43638a1d37cbb2ea2365", "fcd37961086342abaf431243971cbc9b", "6ec48adcac3b407ca77de01d2c600bf4", "7ff1f84a3c184434a366282773ca9572", "9253e18a84404e25b1eb4433905ad579", "0037a705a2e04559b1bba6c01beca1cf", "2acfc4b99f084778bc484fa1eef1b79f", "5c95b81d9d404c219b4393da7e020280", 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"a9490c46303347deb6001995ce6ac8be", "ff729b4a16a74350a0faa2b094ebfb2a"] \ No newline at end of file diff --git a/splits/scene_select/rain_min_1/Readme.md b/splits/scene_select/rain_min_1/Readme.md new file mode 100644 index 0000000..28261bf --- /dev/null +++ b/splits/scene_select/rain_min_1/Readme.md @@ -0,0 +1,4 @@ +Number of rain or night scenes: 165 +minimum number of objects:1 +Training samples: 4460 +Validation samples: 788 \ No newline at end of file diff --git a/splits/scene_select/rain_min_1/train_samples.json b/splits/scene_select/rain_min_1/train_samples.json new file mode 100644 index 0000000..a6627ca --- /dev/null +++ b/splits/scene_select/rain_min_1/train_samples.json @@ -0,0 +1 @@ +["0dcd66cdeafb4978be2a580289336198", "39c1b3052b164ed189656086c0ec8063", "d2c961fcea4043b7b7a2185d1820c3b5", "ae073c37f8234e1bb2d6e4d6d7f71e3b", "424ab42915a247ac85abfc240dd60d39", "2c5712f3ac464594835383ff6d0c4eef", "3294028a71264b96a0a351844ead7ed7", "824defc41239478086017dc090b71c9f", 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