SHELS: Exclusive Feature Sets for Novelty Detection and Continual Learning Without Class Boundaries

Meghna Gummadi, David Kent, Jorge A. Mendez +1

While deep neural networks (DNNs) have achieved impressive classification performance in closed-world learning scenarios, they typically fail to generalize to unseen categories in…