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hendrycks avatar hendrycks commented on July 17, 2024 1

torchvision's ResNet-50 gets 0%. A different ResNet-50 trained from scratch gets ~2%.

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expectopatronum avatar expectopatronum commented on July 17, 2024 1

torchvision's ResNet-50 gets 0%. A different ResNet-50 trained from scratch gets ~2%.

Can this be explained by the fact that ResNet-50 was used for selecting images?

Thereafter we delete the images that fixed ResNet-50 [24] classifiers correctly predict.

If it is the exact same model and all correctly classified examples have been removed, it is no surprise that it has 0% accuracy.

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giangnguyen2412 avatar giangnguyen2412 commented on July 17, 2024

Other models' results in Table 1 ImageNet-A are reproducible but not ResNet50. @hendrycks Can you check it?

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giangnguyen2412 avatar giangnguyen2412 commented on July 17, 2024

@hendrycks Hello. Thanks for your kind reply. Could you point me to the ResNet-50 trained from scratches? In your code, you still use torchvision's ResNet50.

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hendrycks avatar hendrycks commented on July 17, 2024

We did not upload a ResNet-50 trained from scratch. https://github.com/clovaai/CutMix-PyTorch has a ResNet-50 (though I think it was trained for 300 epochs).

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giangnguyen2412 avatar giangnguyen2412 commented on July 17, 2024

Thank you @hendrycks

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expectopatronum avatar expectopatronum commented on July 17, 2024

Did anyone try if it works with the pretrained ResNet-50 from https://github.com/clovaai/CutMix-PyTorch?

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