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This Face Does Not Exist... But It Might Be Yours! Identity Leakage in Generative Models

This Face Does Not Exist... But It Might Be Yours! Identity Leakage in Generative Models

Generative adversarial networks (GANs) are able to generate high resolution photo-realistic images of objects that "do not exist." These synthetic images are rather difficult to detect as fake. However, the manner in which these generative models are trained hints at a potential for information leakage from the supplied training data, …