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[D] Each output of my GANs is a hodgepodge of different classes — is this the same as mode collapse?

Hello there, I’m currently trying to train a GAN to produce Simpsons characters (0 for Homer, 1 for Lisa, 2 for Marge, etc…) but the output I am getting is a mixture of all the classes. For example, the output for the 1 label may be Lisa with Homer’s mouth, or the output for the 0 label may be Homer with Marge’s hair. Is this mode collapse or a different problem? Thanks!

submitted by /u/RamenTheory
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Toronto AI is a social and collaborative hub to unite AI innovators of Toronto and surrounding areas. We explore AI technologies in digital art and music, healthcare, marketing, fintech, vr, robotics and more. Toronto AI was founded by Dave MacDonald and Patrick O'Mara.