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bamos avatar bamos commented on July 4, 2024

Hi, can you try lowering the learning rate and turning off momentum?

-Brandon.

from dcgan-completion.tensorflow.

benstaf avatar benstaf commented on July 4, 2024

By dividing the learning rate by 100, and turning off momentum, the loss function decreases better. However, the result is still bad (especially the first picture, which is a selfie from myself, while the other 3 are famous politicians):

completion_newbushrumsfeld

In your demo, what is the final loss?
I could not get less than 1500.

I ran the command:

./complete.py /home/ubuntu/dcgan-completion.tensorflow/static/aligned/rawfaces/* --lr 0.0001 --momentum 0.0 --nIter 1200 --outDir /home/ubuntu/dcgan-completion.tensorflow/static/outputimages

checkpoints here:
checkpoints

from dcgan-completion.tensorflow.

bamos avatar bamos commented on July 4, 2024

The last three there look much better than before, an adaptive technique would definitely help here. An adaptive one could potentially help the first image so you don't have to tune the learning rate. You could also try changing the lambda weight. I don't remember the final loss I got.

I'll close this issue for now but let me know if you notice anything else.

-Brandon.

from dcgan-completion.tensorflow.

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