Code

Add CFA model#783

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samet-akcay merged 56 commits intomainopenvinotoolkit/anomalib:mainfrom feature/model/cfaopenvinotoolkit/anomalib:feature/model/cfaCopy head branch name to clipboardJan 11, 2023

+1,140-45

Commits

Commits on Oct 6, 2022

• Initial cfa commit

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• Initial cfa commit

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• Initial cfa commit

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Commits on Oct 7, 2022

• Revert Padim changes'

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• Rename variables

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• rename model to feature extractor

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Commits on Oct 8, 2022

• Added the old implementation

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Commits on Oct 10, 2022

• Initial commit for the second roun nd

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• Renamed DSVDD to CfaModel

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• Set optimizer with model.parameters()

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• Create get_feature_extractor function

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• Rename model to feature-extractor in CfaModel

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Commits on Oct 11, 2022

• Add compute_loss to forward

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• Remove saved images

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• Create anomaly heatmap generator for cfa model

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• Merge branch 'main' of github.com:openvinotoolkit/anomalib into feature/model/cfa

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• Rename Descriptor variables and backbone names

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• Replace feature extractor with torchfx. Works for wide-resnet

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Commits on Oct 12, 2022

• Feature extractor inside CFA model now works!

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Commits on Oct 13, 2022

• Removed trainer-cfa2

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Commits on Dec 8, 2022

• Create cfa tests

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Commits on Dec 9, 2022

• Feature extractor inside the CFA model returns the same output

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• Added docstring

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• Worked on anomaly map generation

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• All the tests are passing now

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Commits on Dec 12, 2022

• Step 0: Setup the new refactoring pipeline.

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• Step 1 Replace descriptor with our descriptor

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• Step 2: Refactor init_centroid

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• Step 2: Refactor forward, loss and anomaly-map

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• Step 3: Replaced feature extractor with the new one.

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• Step 4: Replace dataloader with anomalib dataloader.

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• Step 5: Add the lightnign module

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• Step 6: Add the new CLI config file

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• Step 7: Remove the scripts belonging to the old implementation

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• Step 8: Added readme file

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• Set max-epochs to 30

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• Address pre-commit issues

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• Add tests

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• Fix blur tests

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• Fix load weight tests

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Commits on Dec 13, 2022

• Added benchmark results

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• Update the main readme file

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• Resolved merge conflicts

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Commits on Dec 14, 2022

• Remove AUPRO from the config file

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Commits on Jan 5, 2023

• Added cfa results to docs

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• Add anomaly map generator class

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• Update anomalib/models/cfa/config.yaml

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• Add the original license of coord2d

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• Merge branch 'feature/model/cfa' of github.com:openvinotoolkit/anomalib into feature/model/cfa

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Commits on Jan 9, 2023

• Add F1 Scores to the config file

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• Rebase the branch

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• Revert "Add F1 Scores to the config file"

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• Modified config file to adapt to the new format

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• dryrun_find_featuremap_dims functiion to get the feature dimensions of the backbones.

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• Address pylint and mypy issues

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Commits on Jan 10, 2023

• Update the changelog

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