Pre-trained Perceptual Features Improve Differentially Private Image Generation

1 code implementation • 25 May 2022 • Fredrik Harder, Milad Jalali Asadabadi, Danica J. Sutherland, Mijung Park

Training even moderately-sized generative models with differentially-private stochastic gradient descent (DP-SGD) is difficult: the required level of noise for reasonable levels of privacy is simply too large.

Image Generation Transfer Learning