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autonomousvision / stylegan-xl

[SIGGRAPH'22] StyleGAN-XL: Scaling StyleGAN to Large Diverse Datasets
MIT License
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model collapse and image blurring #88

Open mapengsen opened 2 years ago

mapengsen commented 2 years ago

I want to generate molecular images based on molecular images, but after I trained 80kimg, the model began to collapse, and the generated images were not clear. How many kimgs did you train at that time and then began to converge? real image: image generate image : image

nom57 commented 1 year ago

I had this same issue and its caused either by : wrong plugin versions , your hardware being unstable, MKL running parallel , or Diffaug being broken in the model you can pinpoint exactly when the model started to collapse in stats.jsonl

if your scores/fake = NaN that means you have a library/plugin/mkl conflict if your scores/fake are constantly getting a more and more negative number , that means Augmentation is broken. (I have a suspicion there is something wrong with augmentation in the model...)

nom57 commented 1 year ago

@mapengsen please share the text of your stats.jsonl file.

mapengsen commented 1 year ago

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