SelectiveNet: A Deep Neural Network with an Integrated Reject Option

Yonatan Geifman
Yonatan Geifman

arXiv: Learning, 2019.

Cited by: 27|Bibtex|Views8
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Other Links: dblp.uni-trier.de|academic.microsoft.com|arxiv.org

Abstract:

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 reject option. Existing rejection mechanisms are based mostly on a threshold over the prediction confidence of a pre-trained network. In contrast, SelectiveNet is ...More

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