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If I understood it correctly, deepfakes are relatively easy to detect by software if you know what you’re looking for. I can imagine video conferencing software
by stingraycharles 7y ago
If I understood it correctly, deepfakes are relatively easy to detect by software if you know what you’re looking for. I can imagine video conferencing software can implement this, and display a warning in similar ways that phishing emails are currently handled.
- wcoenen 7y agoDeepfakes are implemented with Generative Adverserial Networks (GANs), where one component is a discriminative network that is already trying to distinguish real from fake, to provide feedback to the generation. So I think any detection algorithms would get into a never-ending arms race.
- im3w1l 7y agoThe discriminative networks aren't very good at discriminating. I remember hearing people in the field saying they deliberately used under-powered discriminators because they got better generators that way. Was a year or two ago though so who knows if that's still true.
- Hard_Space 7y agoNone of the popular distributions use GANs, except that GANs have been used in experimental (later abandoned) modules. Unfortunately the Deepfake/GAN fallacy has been stuck in the Wikipedia entry for years.