SelectiveNet: A Deep Neural Network with an Integrated Reject Option

Yonatan Geifman, Ran El-Yaniv

We consider the problem of selective prediction (also known as reject option) in deep neural networks, and introduce SelectiveNet, a deep neural architecture with an integrated rej…