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Revisiting Confidence Estimation: Towards Reliable Failure Prediction 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2024, 卷号: 46, 期号: 5, 页码: 3370-3387
Authors:  Zhu, Fei;  Zhang, Xu-Yao;  Cheng, Zhen;  Liu, Cheng-Lin
Favorite  |  View/Download:9/0  |  Submit date:2024/07/03
Confidence estimation  uncertainty quantification  failure prediction  misclassification detection  selective classification  out-of-distribution detection  confidence calibration  model reliability  trustworthy  flat minima  
Uncertainty-aware Deep Learning: A Promising Tool for Trustworthy Fault Diagnosis 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 6, 页码: 1317-1330
Authors:  Jiaxin Ren;  Jingcheng Wen;  Zhibin Zhao;  Ruqiang Yan;  Xuefeng Chen;  Asoke K. Nandi
Adobe PDF(16165Kb)  |  Favorite  |  View/Download:34/6  |  Submit date:2024/05/22
Out-of-distribution detection  traceability analysis  trustworthy fault diagnosis  uncertainty quantification  
Semantic-diversity transfer network for generalized zero-shot learning via inner disagreement based OOD detector 期刊论文
KNOWLEDGE-BASED SYSTEMS, 2021, 卷号: 229, 页码: 11
Authors:  Liu, Bo;  Dong, Qiulei;  Hu, Zhanyi
Adobe PDF(1224Kb)  |  Favorite  |  View/Download:377/79  |  Submit date:2021/11/04
Zero-shot learning  Visual-semantic embedding  Out-of-distribution detection