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[Python] What is the reason for my GAN to generate monochromatic images after jonly 1 epoch?...

Discussão em 'Python' iniciado por Stack, Outubro 7, 2024.

  1. Stack

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    On the GitHub above is a link to my code for a .ipynb file that should create and train a GAN based on the images in my images file. There are 5000 32x32 chest images in the file.

    I have attempted to adjust the learning rates, yet every time after 1 epoch, the image end up either completely black except for the edges, or completely white for the edges. I have attempted to investigate a way to resolve it but I am unable to locate a fix, The losses for both the generator and discriminator start at around 0.7 during the initial epochs, but then fluctuate significantly, with one becoming very high and the other very low.

    I have attempted adjusting the learning rates and validating the correct usage of images, but I have not discovered any outcomes.

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