Zero Shot Learning with the Isoperimetric Loss

Shay Deutsch, Andrea Bertozzi, Stefano Soatto

We introduce the isoperimetric loss as a regularization criterion for learning the map from a visual representation to a semantic embedding, to be used to transfer knowledge to unk…