12 citations · 23 across the 15 of their papers we have counts for
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cs.CV2023★ 11 cited
Unified Classification and Rejection: A One-versus-All Framework
Zhen Cheng, Xu-Yao Zhang, Cheng-Lin Liu
Classifying patterns of known classes and rejecting ambiguous and novel (also called as out-of-distribution (OOD)) inputs are involved in open world pattern recognition. Deep neura…
cs.CV2023
Towards Reliable Domain Generalization: A New Dataset and Evaluations
Jiao Zhang, Xu-Yao Zhang, Cheng-Lin Liu
There are ubiquitous distribution shifts in the real world. However, deep neural networks (DNNs) are easily biased towards the training set, which causes severe performance degrada…