Skip to content

This issue was moved to a discussion.

You can continue the conversation there. Go to discussion →

New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Add support for Photometric stereo (PS)-AD dataset #648

Closed
jpcbertoldo opened this issue Oct 24, 2022 · 1 comment
Closed

Add support for Photometric stereo (PS)-AD dataset #648

jpcbertoldo opened this issue Oct 24, 2022 · 1 comment

Comments

@jpcbertoldo
Copy link
Contributor

jpcbertoldo commented Oct 24, 2022

[1] recently published a dataset similar to MVTec-AD with photometric stereo images -- each object has 4 images with exactly the same position but with different illumination angles (example below).

image

Describe the solution you'd like

Create a dataset and datamodule for this dataset.

This should probably wait for #572.

Additional context

The paper (version from the 18 October 2022, link below) says (footnote 1) "Dataset and codes will be available when this paper becomes public.", so I believe it has not yet been published.

[update]

The paper's code is available here: github.com/Junyong-Jung/PSAD

The dataset is availbla for download here (~100Gb): cnu365-my.sharepoint.com/:u:/g/personal/jjy9385_o_cnu_ac_kr/EeAfcf2zU9NCoz8KjhpeJA8BA5Xv6gp0yxryw-o5AsSUXw

Size of the train/test sets for the 10 categories in the dataset (numbers in terms of instances of object, the number of images is multiplied by 4).

image

Source: [1].


  1. Jung, J., Han, S., Park, J. & Cho, D. A Comprehensive Real-World Photometric Stereo Dataset for Unsupervised Anomaly Detection. IEEE Access 10, 108914–108923 (2022).

Link to the paper on Semantic Scholar: www.semanticscholar.org/paper/Anomaly-Detection-Requires-Better-Representations-Reiss-Cohen/f785d513eb6cef58de1e761534a1598515118faa

@samet-akcay
Copy link
Contributor

Thanks @jpcbertoldo, looking promising! Moving to feature requests for now.

@openvinotoolkit openvinotoolkit locked and limited conversation to collaborators Oct 25, 2022
@samet-akcay samet-akcay converted this issue into discussion #649 Oct 25, 2022

This issue was moved to a discussion.

You can continue the conversation there. Go to discussion →

Labels
None yet
Projects
None yet
Development

No branches or pull requests

2 participants