A Unified Benchmark for the Unknown Detection Capability of Deep Neural Networks

Jihyo Kim, Jiin Koo, Sangheum Hwang

Deep neural networks have achieved outstanding performance over various tasks, but they have a critical issue: over-confident predictions even for completely unknown samples. Many…