基本信息

韩  琥  中国科学院计算技术研究所 研究员、博士生导师
电子邮件:hanhu@ict.ac.cn
通信地址:北京市海淀区科学院南路6号中科院计算所
邮政编码:100190
个人主页, 谷歌学术

研究领域

计算机视觉、模式识别、生物特征识别、医学影像分析,特别是由表及里的“表观-隐藏-内在”多层次生物特征分析与识别,及其在身心健康监测和疾病诊断治疗中的应用。

招生信息

通常每年秋季招收博士和硕士研究生,欢迎有坚实的计算机专业基础、良好的数学与编程能力,以及熟练的英语阅读与写作能力的同学提前来信联系。

招生专业
081203-计算机应用技术
招生方向
计算机视觉、模式识别、生物特征识别、医学影像分析

工作经历

   
教育、工作经历

2015-05~至今, 中国科学院计算技术研究所, 副研究员、研究员
2015-01~2015-04, 美国谷歌总部, 访问研究员
2011-10~2015-05, 美国密歇根州立大学, Research Associate
2005-09~2011-07, 中国科学院计算技术研究所, 博士
2001-09~2005-07, 山东大学, 学士

学术兼职

1. 国际期刊Pattern Recognition 编委(Associate Editor),EURASIP Guest Editor

2. ICPR2020领域主席(Area Chair),IJCAI2021 SPC,ISBI2022 Session Chair

3. ICCV2021/CVPR2020/WACV2020/BTAS2019/FG2021'2020'2019 7个主会特别会议与学术论坛 共同组织者

专利与奖励

   
奖励信息
(1) IEEE信号处理协会(IEEE SPS)最佳论文奖(2020), , 其他, 2020
(2) IJCB2020最佳审稿人奖, 其他, 2020
(3) IEEE FG 2019最佳海报论文奖, 其他, 2019
(4) CCBR2018最佳海报论文奖, , 其他, 2018
(5) CCBR2016最佳学生论文奖, , 其他, 2016
(6) ACCV2012最佳审稿人奖, , 其他, 2012

出版信息

代表性论文:

期刊论文

1. Haomiao Sun, Hongyu Pan, Hu Han, and Shiguang Shan. Deep Conditional Distribution Learning for Age Estimation,  IEEE Transactions on Information Forensics and Security (T-IFS),  vol. 16, pp. 4679-4690, Dec. 2021. (CCF-A)

2. Guoqing Wang, Hu Han, Shiguang Shan, and Xilin Chen. Unsupervised Adversarial Domain Adaptation for Cross-domain Face Presentation Attack Detection, IEEE Transactions on Information Forensics and Security (T-IFS), vol. 16, pp. 56-69, Dec. 2021. (CCF-A)

3. Jiancheng Cai, Hu Han, Jiyun Cui, Jie Chen, Li Liu, S. Kevin Zhou. Semi-supervised Natural Face De-occlusion, IEEE Transactions on Information Forensics and Security (T-IFS)vol. 16, pp. 1044-1057, Dec. 2021. (CCF-A)

4. Yisheng Zhu, Hu Han, Guangcan Liu, Qingshan Liu. Collaborative Local-global Learning for Temporal Action Proposal, ACM Transactions on Intelligent Systems and Technology (TIST), vol. 12, no. 5, Sept. 2021.

5. Mengyao Lyu, Hu Han, and Xiangzhi Bai. Zero-Shot Embedding via Regularization-Based Recollection and Residual Familiarity Processes, IEEE Transactions on Systems, Man, and Cybernetics: Systems (T-SMC), Aug. 2021.

6. Abhijit Das, Xuesong Niu, Antitza Dantcheva, S L Happy, Hu Han, Radia Zeghari, Philippe Robert, Shiguang Shan, Francois Bremond, and Xilin Chen. A Spatio-temporal Approach for Apathy Classification, IEEE Transactions on Circuits and Systems for Video Technology (T-CSVT), May 2021.

7. Xuesong Niu, Hu Han, and Shiguang Shan. Remote Photoplethysmography-based Physiological Measurement: A Survey, Journal of Image and Graphics (CIG), pp. 1-16, Oct. 2020. (in Chinese)

8. Xuesong Niu, Shiguang Shan, Hu Han, and Xilin Chen. RhythmNet: End-to-end Heart Rate Estimation from Face via Spatial-temporal Representation, IEEE Transactions on Image Processing (T-IP), vol. 29. no. 1, pp. 2409-2423, Dec. 2020. (CCF-A)

9. Han Li, Hu Han, Zeju Li, Lei Wang, Zhe Wu, Jingjing Lu, and S. Kevin Zhou. High-Resolution Chest X-ray Bone Suppression Using Unpaired CT Structural Priors, IEEE Transactions on Medical Imaging (T-MI), vol. 39, no. 10, pp. 3053-3063, Oct. 2020. (CCF-B)

10. Jiancheng Cai, Hu Han, Shiguang Shan, and Xilin Chen. FCSR-GAN: Joint Face Completion and Super-resolution via Multi-task Learning, IEEE Transactions on Biometrics, Behavior, and Identity Science (T-BIOM), vol. 2, no. 2, pp. 109-121, Apr. 2020.

11. Hu Han, Jie Li, Anil K. Jain, Shiguang Shan, and Xilin Chen. Tattoo Image Search at Scale: Joint Detection and Compact Representation Learning, IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), vol. 41. no. 10, pp. 2333-2348, Oct. 2019. (CCF-A)

12. Hu Han, Anil K. Jain, Fang Wang, Shiguang Shan, and Xilin Chen. Heterogeneous Face Attribute Estimation: A Deep Multi-Task Learning Approach, IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), vol. 40, no. 11, pp. 2597-2609, Nov. 2018. (CCF-A)

13. Keyurkumar Patel, Hu Han, and Anil K. Jain. Secure Face Unlock: Spoof Detection on Smartphones, IEEE Transactions on Information Forensics and Security (T-IFS), vol. 11, no. 10, pp. 2268-2283, Oct. 2016. (CCF-A)

14. Hu Han, Charles Otto, Xiaoming Liu, and Anil K. Jain. Demographic Estimation from Face Images: Human vs. Machine Performance, IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), vol. 37, no. 6, pp. 1148-1161, Jun. 2015. (CCF-A)

15. Di Wen, Hu Han, and Anil K. Jain. Face Spoof Detection with Image Distortion Analysis, IEEE Transactions on Information Forensics and Security (T-IFS), vol. 10, no. 4, pp. 746-761, Apr. 2015. (CCF-A)

16. Scott Klum, Hu Han, Brendan Klare, and Anil K. Jain. The FaceSketchID System: Matching Facial Composites to Mugshots. IEEE Transactions on Information Forensics and Security (TIFS),vol. 9, no. 12, pp. 2248-2263, Dec. 2014. (CCF-A)

17. Lacey Best-Rowden, Hu Han, Charles Otto, Brendan Klare, and Anil K. Jain. Unconstrained Face Recognition: Identifying a Person of Interest from a Media Collection, IEEE Transactions on Information Forensics and Security (T-IFS), vol. 9, no. 12, pp. 2144-2157, Dec. 2014. (CCF-A)

18. Dongoh Kang, Hu Han, Anil K. Jain, and Seong-Whan Lee. Nighttime Face Recognition at Large Standoff: Cross-Distance and Cross-Spectral Matching, Pattern Recognition (P.R.), vol.47, no. 12, pp. 3750-3766, Dec. 2014. (CCF-B)

19. Hu Han, Shiguang Shan, Xilin Chen, and Wen Gao. A Comparative Study on Illumination Preprocessing in Face Recognition. Pattern Recognition (P.R.), vol. 46, no. 6, pp. 1691-1699,Jun. 2013. (CCF-B)

20. Hu Han, Brendan Klare, Kathryn Bonnen, and Anil K. Jain. Matching Composite Sketches to Face Photos: A Component Based Approach. IEEE Transactions on Information Forensics and Security (T-IFS), vol. 8, no. 1, pp. 191-204, Jan. 2013. (CCF-A)

21. Changhong Liu, Wenfeng Chen, Hu Han, and Shiguang Shan. Effects of Image Preprocessing on Face Matching and Recognition in Human Observers. Applied Cognitive Psychology, vol.27, no. 6, pp. 718-724, Nov. 2013.

22. Hu Han, Shiguang Shan, Xilin Chen, and Wen Gao. A Lighting Normalization Approach Exploiting Face Symmetry. Journal of Computer Research and Development, vol. 50, no. 4,pp. 767-775, 2013. (in Chinese)

会议论文

1. Xuesong Niu, Zitong Yu, Hu Han, Xiaobai Li, Shiguang Shan, Guoying Zhao. Video-based Remote Physiological Measurement via Cross-verified Feature Disentangling. in Proc. 16th European Conference on Computer Vision (ECCV), pp. 1-16, Glasgow, United Kingdom, Aug. 23-28, 2020. (Oral)

2. Han Li, Hu Han, and S. Kevin Zhou. Bounding Maps for Universal Lesion Detection. in Proc. International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), pp. 1-10, Lima, Peru, Oct. 4-8, 2020.

3. Qingsong Yao, Zecheng He, Hu Han, and S. Kevin Zhou. Miss the Point: Targeted Adversarial Attack on Multiple Landmark Detection. in Proc. International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), pp. 1-10, Lima, Peru, Oct. 4-8, 2020. 

4. Guoqing Wang, Hu Han, Shiguang Shan, and Xilin Chen. Cross-domain Face Presentation Attack Detection via Multi-domain Disentangled Representation Learning. in Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 6678-6687, Seattle, Washington, USA, Jun. 14-19, 2020.

5. Xiaobai Li, Hu Han, Hao Lu, Xuesong Niu, Zitong Yu, Antitza Dantcheva, Guoying Zhao, Shiguang Shan. The 1st Challenge on Remote Physiological Signal Sensing (RePSS), in Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, pp. 1-8, Seattle, Washington, USA, Jun. 14-19, 2020.

6. Xuesong Niu, Hu Han, Shiguang Shan, and Xilin Chen. Multi-label Co-regularization for Semi-supervised Facial Action Unit Recognition, in Proc. the 33rd Annual Conference on Neural Information Processing Systems (NeurIPS), pp. 909-919, Vancouver, Canada, Dec. 8-14, 2019.

7. Zeju Li, Han Li, Hu Han, Gonglei Shi, Jiannan Wang, and S. Kevin Zhou. Encoding CT Anatomy Knowledge for Unpaired Chest X-ray Image Decomposition, in Proc. International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), pp. 275-283, Shenzhen, China, Oct 13-17, 2019.

8. Chao Huang, Hu Han, Qingsong Yao, Shankuan Zhu, and S. Kevin Zhou. 3D U2-Net: A 3D Universal U-Net for Multi-Domain Medical Image Segmentation, in Proc. International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), pp. 291-299, Shenzhen, China, Oct 13-17, 2019.

9.  Xuesong Niu, Hu Han, Songfan Yang, Yan Huang, and Shiguang Shan. Local Relationship Learning with Person-specific Regularization for Facial Action Unit Detection. in Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 11917-11926, Long Beach, CA, USA, Jun. 18-20, 2019.

10. Mengying Hu, Hu Han, Shiguang Shan, and Xilin Chen. Weakly Supervised Image Classification through Noise Regularization. in Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 11517-11525, Long Beach, CA, USA, Jun. 18-20, 2019.

11. Xuesong Niu, Xingyuan Zhao, Hu Han, Abhijit Das, Antitza Dantcheva, Shiguang Shan, and Xilin Chen. Robust Remote Heart Rate Estimation from Face Utilizing Spatial-temporal Attention. in Proc. 14th IEEE International Conference on Automatic Face and Gesture Recognition (FG), pp. 1-8, Lille,  France, May 14-18, 2019. (Best Poster Award)

12. Jiancheng Cai, Hu Han, Shiguang Shan, and Xilin Chen. FCSR-GAN: End-to-end learning for joint face completion and super-resolution. in Proc. 14th IEEE International Conference on Automatic Face and Gesture Recognition (FG), pp. 1-8, Lille,  France, May 14-18, 2019. (Best Reviewed Papers)

13. Hongyu Pan, Hu Han, Shiguang Shan, and Xilin Chen. Mean-variance Loss for Deep Age Estimation from A Face, in Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 5285-5294, Salt Lake City, USA, Jun. 18-22, 2018.

14. Jiyun Cui, Hu Han, Shiguang Shan, and Xilin Chen. RGB-D Face Recognition: A Comparative Study of Representative Fusion Schemes. in Proc. 13th Chinese Conference on Biometric Recognition (CCBR), pp. 358-366, Xinjiang, China, Aug. 11-12, 2018. (Best Poster Paper)

15. Keyurkumar Patel, Hu Han, and Anil K. Jain. Cross-Database Face Antispoofing with Robust Feature Representation, in Proc. the 11th Chinese Conference on Biometric Recognition (CCBR), pp. 611-619, Chengdu, China, Oct. 14-16, 2016. (Best Student Paper)

16. Hu Han, Shiguang Shan, Xilin Chen, Shihong Lao, and Wen Gao. Separability Oriented Preprocessing for Illumination-invariant Face Recognition. in Proc. 12th European Conference on Computer Vision (ECCV), pp. 307-320, Firenze, Italy, Oct. 7-13, 2012.

17. Hu Han, Shiguang Shan, Laiyun Qing, Xilin Chen, and Wen Gao. Lighting Aware Preprocessing for Face Recognition across Varying Illumination. in Proc. 11th European Conference on Computer Vision (ECCV), pp. 308-321, Crete, Greece, Sept. 5-11, 2010.

指导学生

   
博士生 (协助指导)

在读:

俞诗康、孙浩淼

毕业:

牛雪松(21博,快手)

硕士生 (含协助指导)

在读

鲁昊、陈雨情、李一帆、陈家琛、谢添鑫、赵业伟、吴昊展

毕业

王国庆(21硕,腾讯)

李   涵(21硕,中科大)

高若尘(21硕,NTU)

胡梦颖(20硕,快手

蔡剑成(20硕,美团

李   捷20硕,美团

崔继运(19硕,百度)

崔元顺(19硕,有道)

潘虹宇(19硕,阿里)

   宇(18硕,UTA)

陈   钢(18硕,头条)

   浩(17硕,腾讯

   芳(17硕,有道)