331 citations · 462 across the 14 of their papers we have counts for
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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.LG2021
Elucidating Robust Learning with Uncertainty-Aware Corruption Pattern Estimation
Jeongeun Park, Seungyoun Shin, Sangheum Hwang +1
Robust learning methods aim to learn a clean target distribution from noisy and corrupted training data where a specific corruption pattern is often assumed a priori. Our proposed…