yongzx / PaletteNet-PyTorch

PyTorch Implementation of PaletteNet (Cho et al., 2017)
https://paperswithcode.com/paper/palettenet-image-recolorization-with-given
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Stage 2 training not converging #9

Open yellowwoods12 opened 1 year ago

yellowwoods12 commented 1 year ago

Hi, I tried training the stage 2 of the model using gan loss and euclidean loss as mentioned in your jupyter notebook. But the losses doesn't seem to converge, gan loss kept on increasing or fluctuating in the same range. My dataset is quite large(over 10k images) so it shouldn't be a dataset issue. Even when I tried overfitting the model, it didn't overfit. Attaching an overfitting experiment screenshot. This is for 10 images trained for 1000 epochs for the stage 2 part.

Screenshot 2023-07-05 at 3 08 29 PM

@yongzx Do you have any suggestions on why this might be happening or what can I try to fix it?

Y1pLau commented 9 months ago

I also has this problem, @yongzx have any solution? Thank you!