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To confirm the curriculum for reproduction

Open Xiaoming-Zhao opened this issue 2 years ago • 0 comments

Hi @marcoamonteiro and @ericryanchan, congrats on this great work, and thanks a lot for open-sourcing the code!

I just checked the curriculum for training on CelebA and CATS, it seems like the curriculum only provides hyperparameters for training on the resolution of 64x64. https://github.com/marcoamonteiro/pi-GAN/blob/0800af72b8a9371b2b62fec2ae69c32994bb802f/curriculums.py#L86-L87

However, Sec. C in the paper states the following:

π-GAN trained for 10 hours at 32×32, 10 hours at 64×64, and 36 hours at 128×128

I hypothesize the curriculum for CARLA is what has been stated in the paper and we can use that to reproduce the results. Is this correct?

Meanwhile, I guess the gen_lr in the following might be 5e-5 instead of 4e-5 (following Sec. 3.4 in the paper)? https://github.com/marcoamonteiro/pi-GAN/blob/5e56371b262f646c21533212e7a5d1e985154364/curriculums.py#L120

Thanks a lot in advance.

Xiaoming-Zhao avatar Oct 15 '21 08:10 Xiaoming-Zhao