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Question about network interpolation

Open zengwei1302 opened this issue 6 years ago • 3 comments

After the network interpolation, the test results become very dark. Both models tested well before the network interpolation. So I want to ask where the problem might be.

zengwei1302 avatar Jun 04 '19 02:06 zengwei1302

I have also encountered this problem. This is because when fine-tuning, the fine-tuned network is too far from the pretrained model. It would be very interesting to define network distance and then restrict it. And we are still exploring it.

You can try 1) using a smaller learning rate to fine-tune. 2) add a residual path in the network, so the network just learns the residual. These two methods can help to alleviate this problem in my practice. They are both for not pushing the two network too far.

xinntao avatar Jun 05 '19 08:06 xinntao

If the second network was trained from scratch, you will always get dark results after inteprolating

victorca25 avatar Jun 16 '19 18:06 victorca25

Hi all, I couldn't run network interpolation script. Somehow my trained esrgan and psnr models from scratch are not accepted. Because when I do the same thing for pretrained models from google drive repo, it works. What is the catch?

aldogan17 avatar Jun 06 '24 16:06 aldogan17