Differentially Private Generation of Small Images

Justus T. C. Schwabedal, Pascal Michel, Mario S. Riontino

We explore the training of generative adversarial networks with differential privacy to anonymize image data sets. On MNIST, we numerically measure the privacy-utility trade-off us…