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[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).
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.
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).
Source: [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).
[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).
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).
Source: [1].
Link to the paper on Semantic Scholar: www.semanticscholar.org/paper/Anomaly-Detection-Requires-Better-Representations-Reiss-Cohen/f785d513eb6cef58de1e761534a1598515118faa
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