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SomeQuestion #2

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huangtao36 opened this issue Dec 30, 2019 · 2 comments
Open

SomeQuestion #2

huangtao36 opened this issue Dec 30, 2019 · 2 comments
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help wanted Extra attention is needed

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@huangtao36
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Thanks for your good work. I train it from sketch with celebA, but I can't get good quality images. I have some questions and hope you can help.

  • How long have you trained a model? and How much GPU memory?
  • Have you tried StyleGAN2?
  • Are there any tricks or is it difficult to train by itself?
@huangzh13
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In fact, I also failed on the CelebA dataset, which I think is caused by RelativisticAverageHinge Loss (I originally thought it was a good enough loss function). But please try Logistic Loss, which I added later (loss function in the original paper). According to my experiments, it was successful on the CelebA dataset.

  • The training efficiency is really low now, and may need more optimization. It usually takes more than 2 days to train 128 * 128 resolution images.
  • I'm trying to implement stylegan2 with a similar structure and make it compatible with official pre-trained models.

@huangtao36
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ooh, thanks, this is a great tip, I will try it. And I will try this model on the person images (contain the body), hoping to have a good effect.

@huangzh13 huangzh13 added the help wanted Extra attention is needed label Dec 30, 2019
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