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Contrastive Learning of Person-Independent Representations for Facial Action Unit Detection 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2023, 卷号: 32, 页码: 3212-3225
作者:  Li, Yong;  Shan, Shiguang
收藏  |  浏览/下载:7/0  |  提交时间:2023/12/04
Gold  Videos  Training  Image reconstruction  Feature extraction  Faces  Task analysis  Facial action unit detection  contrastive Learning  self-supervised learning  person-independent action unit detection  
CMOS-GAN: Semi-Supervised Generative Adversarial Model for Cross-Modality Face Image Synthesis 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2023, 卷号: 32, 页码: 144-158
作者:  Yu, Shikang;  Han, Hu;  Shan, Shiguang;  Chen, Xilin
收藏  |  浏览/下载:15/0  |  提交时间:2023/07/12
Cross-modality synthesis  semi-supervised synthesis  cross-modality face recognition  generative adversarial networks  
Learning Representations for Facial Actions From Unlabeled Videos 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2022, 卷号: 44, 期号: 1, 页码: 302-317
作者:  Li, Yong;  Zeng, Jiabei;  Shan, Shiguang
收藏  |  浏览/下载:22/0  |  提交时间:2022/06/21
Facial action unit detection  self-supervised learning  representation learning  feature disentanglement  encoder-decoder structure  
What is a Tabby? Interpretable Model Decisions by Learning Attribute-Based Classification Criteria 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2021, 卷号: 43, 期号: 5, 页码: 1791-1807
作者:  Liu, Haomiao;  Wang, Ruiping;  Shan, Shiguang;  Chen, Xilin
收藏  |  浏览/下载:35/0  |  提交时间:2021/12/01
Cats  Prototypes  Visualization  Task analysis  Streaming media  Predictive models  Scalability  Interpretable model  visual attributes  convolutional neural network  classification criteria  
Unsupervised Adversarial Domain Adaptation for Cross-Domain Face Presentation Attack Detection 期刊论文
IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2021, 卷号: 16, 页码: 56-69
作者:  Wang, Guoqing;  Han, Hu;  Shan, Shiguang;  Chen, Xilin
收藏  |  浏览/下载:267/0  |  提交时间:2020/12/10
Face  Feature extraction  Testing  Adaptation models  Databases  Deep learning  Three-dimensional displays  Face presentation attack detection  face liveness detection  face anti-spoofing  adversarial domain adaptation  metric learning  disentangled representation  
Learning deep face representation with long-tail data: An aggregate-and-disperse approach 期刊论文
PATTERN RECOGNITION LETTERS, 2020, 卷号: 133, 页码: 48-54
作者:  Ma, Yuhao;  Kan, Meina;  Shan, Shiguang;  Chen, Xilin
收藏  |  浏览/下载:61/0  |  提交时间:2020/12/10
Face recognition  Deep representation learning  Long-tail distribution  Aggregate-and-disperse  
Occlusion Aware Facial Expression Recognition Using CNN With Attention Mechanism 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2019, 卷号: 28, 期号: 5, 页码: 2439-2450
作者:  Li, Yong;  Zeng, Jiabei;  Shan, Shiguang;  Chen, Xilin
收藏  |  浏览/下载:529/0  |  提交时间:2019/04/03
Facial expression recognition  occlusion  CNN with attention mechanism  gate unit  
Geometry-Aware Similarity Learning on SPD Manifolds for Visual Recognition 期刊论文
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2018, 卷号: 28, 期号: 10, 页码: 2513-2523
作者:  Huang, Zhiwu;  Wang, Ruiping;  Li, Xianqiu;  Liu, Wenxian;  Shan, Shiguang;  Van Gool, Luc;  Chen, Xilin
收藏  |  浏览/下载:71/0  |  提交时间:2019/04/03
Discriminative SPD matrices  Riemannian geometry  SPD manifold  geometry-aware SPD similarity learning  PSD manifold  
Discriminant Analysis on Riemannian Manifold of Gaussian Distributions for Face Recognition With Image Sets 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2018, 卷号: 27, 期号: 1, 页码: 151-163
作者:  Wang, Wen;  Wang, Ruiping;  Huang, Zhiwu;  Shan, Shiguang;  Chen, Xilin
收藏  |  浏览/下载:41/0  |  提交时间:2019/12/12
Statistical manifold  kernel discriminative learning  graph embedding  gaussian distribution  
Prototype Discriminative Learning for Image Set Classification 期刊论文
IEEE SIGNAL PROCESSING LETTERS, 2017, 卷号: 24, 期号: 9, 页码: 1318-1322
作者:  Wang, Wen;  Wang, Ruiping;  Shan, Shiguang;  Chen, Xilin
收藏  |  浏览/下载:38/0  |  提交时间:2019/12/12
Discriminative learning  image set classification  prototype learning