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

Praneeth Vepakomma, Julia Balla, Ramesh Raskar

Differential Privacy offers strong guarantees such as immutable privacy under post processing. Thus it is often looked to as a solution to learning on scattered and isolated data.…