Why ReLU networks yield high-confidence predictions far away from the training data and how to mitigate the problem

Matthias Hein 0001, Maksym Andriushchenko, Julian Bitterwolf. Why ReLU networks yield high-confidence predictions far away from the training data and how to mitigate the problem. In IEEE Conference on Computer Vision and Pattern Recognition Workshops, CVPR Workshops 2019, Long Beach, CA, USA, June 16-20, 2019. pages 58-74, Computer Vision Foundation / IEEE, 2019. [doi]

Abstract

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