IEEE transactions on pattern analysis and machine intelligence
A Comprehensive Survey on Evidential Deep Learning and Its Applications.
Junyu Gao, Mengyuan Chen, Liangyu Xiang, Changsheng Xu
Published: 202510.1109/TPAMI.2025.3625258
Abstract
Reliable uncertainty estimation has become a crucial requirement for the industrial deployment of deep learning algorithms, particularly in high-risk applications such as autonomous driving and medical diagnosis. However, uncertainty estimation metho…
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