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Rethinking Collaborative Metric Learning: Toward an Efficient Alternative Without Negative Sampling 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2023, 卷号: 45, 期号: 1, 页码: 1017-1035
作者:  Bao, Shilong;  Xu, Qianqian;  Yang, Zhiyong;  Cao, Xiaochun;  Huang, Qingming
收藏  |  浏览/下载：13/0  |  提交时间：2023/07/12
Recommendation system  collaborative metric learning  negative sampling  machine learning  
Learning With Multiclass AUC: Theory and Algorithms 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2022, 卷号: 44, 期号: 11, 页码: 7747-7763
作者:  Yang, Zhiyong;  Xu, Qianqian;  Bao, Shilong;  Cao, Xiaochun;  Huang, Qingming
收藏  |  浏览/下载：13/0  |  提交时间：2023/07/12
AUC optimization  machine learning  
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：21/0  |  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：26/0  |  提交时间：2022/06/21
Recommender system  collaborative ranking  neural networks  preference ranking  
Two-stream deep sparse network for accurate and efficient image restoration 期刊论文
COMPUTER VISION AND IMAGE UNDERSTANDING, 2020, 卷号: 200, 页码: 11
作者:  Wang, Shuhui;  Hu, Ling;  Li, Liang;  Zhang, Weigang;  Huang, Qingming
收藏  |  浏览/下载：294/0  |  提交时间：2020/12/10
Two-stream sparse network  Image restoration  Image super-resolution  Image denoising  
Online Fast Adaptive Low-Rank Similarity Learning for Cross-Modal Retrieval 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2020, 卷号: 22, 期号: 5, 页码: 1310-1322
作者:  Wu, Yiling;  Wang, Shuhui;  Huang, Qingming
收藏  |  浏览/下载：65/0  |  提交时间：2020/12/10
Semantics  Correlation  Training  Data models  Visualization  Adaptation models  Fasteners  Cross-modality learning  similarity function learning  online learning  low-rank matrix  
Online Asymmetric Metric Learning With Multi-Layer Similarity Aggregation for Cross-Modal Retrieval 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2019, 卷号: 28, 期号: 9, 页码: 4299-4312
作者:  Wu, Yiling;  Wang, Shuhui;  Song, Guoli;  Huang, Qingming
收藏  |  浏览/下载：253/0  |  提交时间：2019/08/16
Cross-modal retrieval  asymmetric metric  online learning  multi-layer aggregation  
Beyond global fusion: A group-aware fusion approach for multi-view image clustering 期刊论文
INFORMATION SCIENCES, 2019, 卷号: 493, 页码: 176-191
作者:  Xue, Zhe;  Li, Guorong;  Wang, Shuhui;  Huang, Jun;  Zhang, Weigang;  Huang, Qingming
收藏  |  浏览/下载：260/0  |  提交时间：2019/08/16
Multi-view learning  Local fusion strategy  Group-aware fusion  Image clustering  
From Social to Individuals: A Parsimonious Path of Multi-Level Models for Crowdsourced Preference Aggregation 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2019, 卷号: 41, 期号: 4, 页码: 844-856
作者:  Xu, Qianqian;  Xiong, Jiechao;  Cao, Xiaochun;  Huang, Qingming;  Yao, Yuan
收藏  |  浏览/下载：84/0  |  提交时间：2019/08/16
Preference aggregation  HodgeRank  mixed-effects models  linearized bregman iterations  personalized ranking  position bias  
Joint multi-view representation and image annotation via optimal predictive subspace learning 期刊论文
INFORMATION SCIENCES, 2018, 卷号: 451, 页码: 180-194
作者:  Xue, Zhe;  Li, Guorong;  Huang, Qingming
收藏  |  浏览/下载：55/0  |  提交时间：2019/12/10
Multi-view data  Image annotation  Representation learning  Subspace learning  Structure preserving