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Enhancing Sample Utilization in Noise-Robust Deep Metric Learning With Subgroup-Based Positive-Pair Selection 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2024, 卷号: 33, 页码: 6083-6097
作者:  Yu, Zhipeng;  Xu, Qianqian;  Jiang, Yangbangyan;  Sun, Yingfei;  Huang, Qingming
收藏  |  浏览/下载:1/0  |  提交时间:2024/12/06
Metric learning  noisy label  deep learning  deep learning  pair- wise loss  pair- wise loss  pair- wise loss  pair- wise loss  positive-pair selection  positive-pair selection  
Positive-Unlabeled Learning With Label Distribution Alignment 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2023, 卷号: 45, 期号: 12, 页码: 15345-15363
作者:  Jiang, Yangbangyan;  Xu, Qianqian;  Zhao, Yunrui;  Yang, Zhiyong;  Wen, Peisong;  Cao, Xiaochun;  Huang, Qingming
收藏  |  浏览/下载:13/0  |  提交时间:2024/05/20
Estimation  Stochastic processes  Optimization  Computer science  Predictive models  Information processing  Fasteners  Positive-unlabeled learning  weakly supervised learning  binary classification  
MaxMatch: Semi-Supervised Learning With Worst-Case Consistency 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2023, 卷号: 45, 期号: 5, 页码: 5970-5987
作者:  Jiang, Yangbangyan;  Li, Xiaodan;  Chen, Yuefeng;  He, Yuan;  Xu, Qianqian;  Yang, Zhiyong;  Cao, Xiaochun;  Huang, Qingming
收藏  |  浏览/下载:14/0  |  提交时间:2023/12/04
Predictive models  Training  Data models  Semantics  Perturbation methods  Computational modeling  Benchmark testing  Semi-supervised learning  consistency regularization  worst-case consistency  image classification  
Not All Samples are Trustworthy: Towards Deep Robust SVP Prediction 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2022, 卷号: 44, 期号: 6, 页码: 3154-3169
作者:  Xu, Qianqian;  Yang, Zhiyong;  Jiang, Yangbangyan;  Cao, Xiaochun;  Yao, Yuan;  Huang, Qingming
收藏  |  浏览/下载:33/0  |  提交时间:2022/12/07
Noise measurement  Annotations  Task analysis  Predictive models  Robustness  Visualization  Training  Subjective visual property (SVP)  robustness  outlier detection  probabilistic model  
Neural Collaborative Preference Learning With Pairwise Comparisons 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2021, 卷号: 23, 页码: 1977-1989
作者:  Li, Zhaopeng;  Xu, Qianqian;  Jiang, Yangbangyan;  Ma, Ke;  Cao, Xiaochun;  Huang, Qingming
收藏  |  浏览/下载:34/0  |  提交时间:2022/06/21
Recommender system  collaborative ranking  neural networks  preference ranking