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I'm not particularly familiar with neural nets, so forgive a rather ignorant question. Could the classifier that they're using here be used as a discriminator
by slipheen 7y ago
I'm not particularly familiar with neural nets, so forgive a rather ignorant question.
Could the classifier that they're using here be used as a discriminator in a GAN, to help train it to avoid this detection method?
- sdan 7y agoSounds possible
- skinner_ 7y agoAbsolutely possible, might even be a good idea, but my expectation is that the results won't be robust: the fakes will be uncovered by a slightly differently trained classifier. Maybe even the same classifier with a different random initialization.
- SkyBelow 7y agoSounds like overfitting the defense against classification. Would existing solutions to overfitting possibly fix this (though make such a network even more expensive to train)?
- manmal 7y agoMaybe avoiding detection would make the generated images look more realistic as a side effect.