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curiositywan avatar curiositywan commented on July 24, 2024

I have the same question. I think the question should be whether the order of image normalization and augmentation matter since I notice some other implementations apply normalization after data augmentation during training. If yes, so which order should be better?

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ikhlestov avatar ikhlestov commented on July 24, 2024

Hi all!
Here I try to implement code the same way as it was in original repo, but there still can be some difference. Really I don't know exactly what order of augmentation should be correct and better. It should be tested. Unfortunately, I have very tight schedule now. So, if somebody wants to make such experiment and send a result/updated code with PR - it will be really great!

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curiositywan avatar curiositywan commented on July 24, 2024

I've checked the original repo. There is only one minor difference between yours and the authors'. For the augmentation part, the authors do flipping before translating, as in yours, the order is reverse. That's the only difference regarding data processing.

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illarion-rl avatar illarion-rl commented on July 24, 2024

Ok, I will change the order and re-run the experiments, when I'm free.

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ikhlestov avatar ikhlestov commented on July 24, 2024

Well, for CIFAR100+ dataset I've get an error 25.62 when previous was 25.87. I don't know did this happen because of another augmentation order or because of another initialization. But at least it didn't become worse. So I'm going to change the order. Thank you for reporting the issue!

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