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Why white or black image get the lowest bpd?

Open liufl666 opened this issue 2 years ago • 1 comments

When I use a pure white image as data to run scripts/image_nll.py, I get the lowest bpd 0.059...(and black 0.096...). But a normal image in CIFAR10 only gets 3.2 or so. (4000 steps, model: cifar10_uncond_50M_500K.pt) Why?

liufl666 avatar Apr 21 '23 08:04 liufl666

When you think intuitively about it, that makes sense. Bits-per-dimension metric tells us how many bits per dimension (H x W x C of image) do we need to encode the image. I would expect low bpd for white and black images, due to their simplicity.

ivansabolic avatar May 29 '23 12:05 ivansabolic