Sankeerth Rao Karingula

Sketching based Representations for Robust Image Classification with Provable Guarantees

How do we provably represent images succinctly so that their essential latent attributes are correctly captured by the representation to as high level of detail as possible? While today's deep networks (such as CNNs) produce image embeddings they do not have any provable properties and seem to work…