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[R] – Training GANs with a pre-trained Discriminator?

Hello everyone!

I’m just wondering whether someone had already tried to use a pre-trained classifier or other kind of neural network as part of or as a starting point for the discriminator of a GAN. I thought maybe it could help stabilize or speed up training, specially if you freeze the first layers (it’d be a mix of the perceptual loss and the adversarial loss I guess?)

Tried to search a little on Google Scholar or Arxiv and couldn’t find anything. Has this been done before? What do you think of this idea?

submitted by /u/abello966
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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.