LilitYolyan / CutPaste

Unofficial implementation of Google "CutPaste: Self-Supervised Learning for Anomaly Detection and Localization" in PyTorch
MIT License
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Problem with Dataset #18

Closed farzadips closed 2 years ago

farzadips commented 2 years ago

Hello, First of all, thank you for your neat work! I managed to run your code on the bottle class of the Mvtec dataset by running the command:

python train.py --dataset_path /home/username1/data/datasets/mvtec/bottle/train --num_class 3

However when I tried to run the anomaly_detection.py, using the following command:

python anomaly_detection.py --checkpoint ./tb_logs/exp1/version_3/checkpoints --data /data/username1/datasets/mvtec/bottle/test

I did not obtain any results, the problem is that the all_checkpoint list in the main part of the anomaly_detection.py contains only the checkpoint I specified in the command above, which makes me wonder whether I am doing something wrong when specifying the command above and also I wonder whether you have a different dataset organization on your side. Because for now, I am having the following organization (the original):

mvtec
│   readme.
│   license.txt    
│
└─── bottle
│   │   readme.txt
│   │   lisence.txt
│   │
│   └─── ground_truth
│   |   └─── broken_large
│   |   └─── broken_small   
│   |   └─── contamination
│   |
|   └─── train
|   |     └─── good
|   |       |  000.png
|   |       | ...
│   |
|   └─── test
|   |     └─── broken_large
|   |     | |  000.png  
|   |     | |  ...     
|   |     └───   broken_small
|   |     | |  000.png    
|   |     | |  ...
|   |     └───   contamination
|   |     | |   000.png
|   |     | |  ...   
|   |     └───   good
|   |     | |  000.png 
|   |     | | ...
└─── cable
| ...
└─── zipper

Can you please tell me whether you used a different organization? Because when I look at mvtec_anomaly_detection function I see that you build a path using the defect name + "train" and you do the same for "test". Thank you for your help.

Hello, How did you solve this problem? did you change the folders?

Originally posted by @farzadips in https://github.com/LilitYolyan/CutPaste/issues/14#issuecomment-1079054692

LilitYolyan commented 2 years ago

Check #14 comments