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This is a shameful bug... Obviously the part I edited was copied directly from the Github repo of improved training for Wasserstein GANs. However, in the author's code, the image was first flatten to a matrix, that's why the reduction axis was only for [1]. In this implementation, we should use reduction axis [1, 2, 3] because we don't flatten images.

This is a shameful bug... Obviously the part I edited was copied directly from the Github repo of improved training for Wasserstein GANs. However, in the author's code, the image was first flatten to a matrix, that's why the reduction axis was only for [1]. In this implementation, we should use reduction axis [1, 2, 3] because we don't flatten images.
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