Julia Balla

PrivateMail: Supervised Manifold Learning of Deep Features with Privacy for Image Retrieval

Differential Privacy offers strong guarantees such as immutable privacy under any post-processing. In this work, we propose a differentially private mechanism called PrivateMail for performing supervised manifold learning. We then apply it to the use case of private image retrieval to obtain nearest…