IEEE TPAMI - arXivDaily 期刊&会议

2506.17968 2025-09-23 cs.LG cs.AI cs.CV math.PR stat.ML

h-calibration: Rethinking Classifier Recalibration with Probabilistic Error-Bounded Objective

Wenjian Huang, Guiping Cao, Jiahao Xia, Jingkun Chen, Hao Wang, Jianguo Zhang

机构 * Research Inst. of Trustworthy Autonomous Systems & Dept. of Computer Science and Engineering, SUSTech, China（可信自主系统研究所及计算机科学与工程系，深圳技术大学，中国）； Guangdong Provincial Key Laboratory of Brain-inspired Intelligent Computation, Dept. of Computer Science and Engineering, SUSTech, and Peng Cheng Lab, China（脑启发智能计算广东省重点实验室、计算机科学与工程系，深圳技术大学，以及鹏城实验室，中国）； Faculty of Engineering and Information Technology, University of Technology Sydney, Australia（工程与信息技术学院，悉尼大学，澳大利亚）； Inst. of Biomedical Engineering, Dept. of Engineering Science, University of Oxford, UK（生物医学工程研究所、工程科学系，牛津大学，英国）

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 47, no. 10, pp. 9023-9042, 2025

2509.16678 2025-09-23 cs.CV

IPF-RDA: An Information-Preserving Framework for Robust Data Augmentation

Suorong Yang, Hongchao Yang, Suhan Guo, Furao Shen, Jian Zhao

机构 * State Key Laboratory for Novel Software Technology, Department of Computer Science and Technology, Nanjing University（新型软件技术国家重点实验室，计算机科学与技术系，南京大学）； State Key Laboratory for Novel Software Technology, Nanjing University（新型软件技术国家重点实验室，南京大学）； School of Artificial Intelligence, Nanjing University（人工智能学院，南京大学）； School of Electronic Science and Engineering, Nanjing University（电子科学与工程学院，南京大学）

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