47 citations · 57 across the 2 of their papers we have counts for
2 papers
cs.CV2021★ 10 cited
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…
cs.LG2020★ 47 cited
Confidence-Aware Learning for Deep Neural Networks
Jooyoung Moon, Jihyo Kim, Younghak Shin +1
Despite the power of deep neural networks for a wide range of tasks, an overconfident prediction issue has limited their practical use in many safety-critical applications. Many re…