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Generalizing to Unseen Domains: A Survey on Domain Generalization 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2023, 卷号: 35, 期号: 8, 页码: 8052-8072
作者:  Wang, Jindong;  Lan, Cuiling;  Liu, Chang;  Ouyang, Yidong;  Qin, Tao;  Lu, Wang;  Chen, Yiqiang;  Zeng, Wenjun;  Yu, Philip S.
收藏  |  浏览/下载:14/0  |  提交时间:2023/12/04
Domain generalization  domain adaptation  transfer learning  out-of-distribution generalization  
Dual-Branch Meta-Learning Network With Distribution Alignment for Face Anti-Spoofing 期刊论文
IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2022, 卷号: 17, 页码: 138-151
作者:  Jia, Yunpei;  Zhang, Jie;  Shan, Shiguang
收藏  |  浏览/下载:27/0  |  提交时间:2022/12/07
Faces  Feature extraction  Testing  Face recognition  Databases  Training  Task analysis  Face anti-spoofing  face presentation attack detection  domain generalization  meta-learning  distribution alignment  deep learning  
Deep Conditional Distribution Learning for Age Estimation 期刊论文
IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2021, 卷号: 16, 页码: 4679-4690
作者:  Sun, Haomiao;  Pan, Hongyu;  Han, Hu;  Shan, Shiguang
收藏  |  浏览/下载:35/0  |  提交时间:2021/12/01
Estimation  Task analysis  Faces  Face recognition  Learning systems  Adaptation models  Information processing  Conditional modeling  distribution learning  label ambiguity  age estimation  attribute estimation  
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:69/0  |  提交时间:2020/12/10
Face recognition  Deep representation learning  Long-tail distribution  Aggregate-and-disperse  
Transfer Learning with Dynamic Distribution Adaptation 期刊论文
ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2020, 卷号: 11, 期号: 1, 页码: 25
作者:  Wang, Jindong;  Chen, Yiqiang;  Feng, Wenjie;  Yu, Han;  Huang, Meiyu;  Yang, Qiang
收藏  |  浏览/下载:51/0  |  提交时间:2020/12/10
Transfer learning  domain adaptation  distribution alignment  deep learning  subspace learning  kernel method  
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:47/0  |  提交时间:2019/12/12
Statistical manifold  kernel discriminative learning  graph embedding  gaussian distribution