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kuangliu avatar kuangliu commented on May 12, 2024 2

See get_mean_and_std(dataset) in utils.py. It's OK to use a different std for training.

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wenwei202 avatar wenwei202 commented on May 12, 2024

Should be [0.2470, 0.2435, 0.2616]. See here.

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lishaofeng avatar lishaofeng commented on May 12, 2024

I think the divide operation in get_mean_and_std(dataset) function should be 255. while not the len(dataset)

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renyiryry avatar renyiryry commented on May 12, 2024

I think the divide operation in get_mean_and_std(dataset) function should be 255. while not the len(dataset)

It should be len(dataset) because the code is summing up the std for all images. Dividing by len(dataset) gives the averaged std.

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renyiryry avatar renyiryry commented on May 12, 2024

Should be [0.2470, 0.2435, 0.2616]. See here.

Not really. The way you computed gives the std of the tensor of size [50000, 32, 32]. However, the desired quantity is the "averaged" std across all the images. Also, when computing the std for a single image, degree of freedom should be 1. (See https://github.com/kuangliu/pytorch-cifar/blob/master/utils.py)

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