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Why my generator seems to cheat my discriminator by generating a same picture? #181

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tianjilong123 opened this issue Feb 27, 2024 · 4 comments

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@tianjilong123
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image image

I want to ask that why my generator seems to generate a same output picture in some epoch. The loss function remains a relatively stable value? Is it a mode collapse? Is thera anyone can tell me how to handle with it. Thanks for your replies!

@Bananaspirit
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@tianjilong123 Hello! I have the same problem, tell me, did you manage to solve it?

@tianjilong123
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@tianjilong123 Hello! I have the same problem, tell me, did you manage to solve it?

I didn't continue using this code. But I guess, maybe the size of the patch doesn't match the input images, too big or too small, which cauesed the output focus on a local feature.

@Bananaspirit
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Bananaspirit commented Apr 25, 2024

@tianjilong123 Interestingly, I now have the same assumptions about the size of the patch. I'm trying to apply the texture of real fields to a field from the simulator. For the first 50 epochs, the generator tries to preserve the structure of the image from the simulator, but then something strange happens - the generator simply recreates the original field image, ignoring the structure.

@Bananaspirit
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Unfortunately, the authors stopped answering questions and problems a long time ago, so we have to search through fragments.

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