中科院计算所视觉信息处理与学习组

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科学研究
多模态生物特征组

组  长:山世光 研究员

Email:shiguang.shan[at]vipl.ict.ac.cn

地  址:中国科学院计算技术研究所

多模态生物特征识别是多模态感知的重要内容之一,具有生物特征多样性和数据模态异质性等特点。借鉴人在多模态与多通道信息处理中的机理,建立多生物特征与多数据模态的互补特征表示,多模态与跨模态识别、以及数据与模态缺失建模方法,提升真实场景下机器视觉感知在生物特征识别方面的鲁棒性。  
研究内容

多生物特征和多数据模态互补特征表示、模态缺失建模、多模态与跨模态识别、生物特征活体判别

Current Research Projects:

(1) 多模态生物特征识别;  (2) 辅助生物特征识别, 如纹身识别; (3) 属性识别; (3) 活体检测
部分论文

刊物论文

1.    Hu Han, Anil K. Jain, 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), 2017. (CCF-A, regular paper) (To appear) 【pdf】

2.    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) 【pdf】

3.    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) 【pdf】

4.    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) 【pdf】

5.    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) 【pdf】

6.    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) 【pdf】

7.    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 (T-IFS),vol. 9, no. 12, pp. 2248-2263, Dec. 2014. (CCF-A) 【pdf】

8.    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) 【pdf】

会议论文

1.    Fang Wang, Hu Han, Shiguang Shan, and Xilin Chen. Deep Multi-Task Learning for Joint Prediction of Heterogeneous Face Attributes, in Proc. 12th IEEE International Conference on Automatic Face and Gesture Recognition (FG), 2017. (To appear) 【pdf】

2.    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), Oct. 14-16, 2016. (Best Student Paper) 【pdf】

3.    Sixue Gong, Hu Han, Shiguang Shan, and Xilin Chen. Actions Recognition in Crowd Based on Coarse-to-Fine Multi-Object Tracking, in Proc. Asian Conference on Computer Vision (ACCV) Workshops, Nov. 20-24, 2016. (Oral) 【pdf】

4.    David Crouse, Hu Han, Deepak Chandra, Brandon Barbello, and Anil K. Jain. Continuous Authentication of Mobile User: Fusion of Face Image and Inertial Measurement Unit Data. in Proc. IAPR International Conference on Biometrics (ICB), Phuket, Thailand, May 19-22,2015. (Oral) 【pdf】

5.    Keyurkumar Patel, Hu Han, Anil K. Jain, and Greg Ott. Live Face Video vs. Spoof Face Video: Use of Moir?e Patterns to Detect Replay Video Attacks. in Proc. IAPR International Conference on Biometrics (ICB), Phuket, Thailand, May 19-22, 2015. 【pdf】

6.    Hu Han and Anil K. Jain. Tattoo Based Identification: Sketch to Image Matching. in Proc.6th IAPR International Conference on Biometrics (ICB), Madrid, Spain, June 4-7, 2013. (Oral) 【pdf】

7.    Hu Han, Charles Otto and Anil K. Jain. Age Estimation from Face Images: Human vs.Machine Performance. in Proc. 6th IAPR International Conference on Biometrics (ICB),Madrid, Spain, June 4-7, 2013. (Oral) 【pdf】

8.    Koichiro Niinuma, Hu Han, and Anil K. Jain. Automatic Multi-view Face Recognition via 3D Model Based Pose Regularization. in Proc. IEEE Sixth International Conference on Biometrics: Theory, Applications and Systems (BTAS), Washington DC, USA, Sept. 29-Oct. 2, 2013.(Oral) 【pdf】

9.    Scott Klum, Hu Han, Anil K. Jain, and Brendan Klare. Sketch Based Face Recognition: Forensic vs. Composite Sketches. in Proc. 6th IAPR Int’l Conference on Biometrics (ICB),Madrid, Spain, June 4-7, 2013. 【pdf】

10.    Charles Otto, Hu Han, and Anil K. Jain. How Does Aging Affect Facial Components? in Proc. 12th European Conference on Computer Vision Workshops (ECCVW), Firenze, Italy,Oct. 7-13, 2012. (Oral) 【pdf】

11.    Hu Han and Anil K. Jain. 3D Face Texture Modeling from Uncalibrated Frontal and Profile Images. in Proc. IEEE Fifth International Conference on Biometrics: Theory, Applications and Systems (BTAS), Washington DC, USA, Sept. 23-26, 2012. (Oral) 【pdf】

12.    Hu Han, Shiguang Shan, Xilin Chen, and Wen Gao. Illumination Transfer Using Homomorphic Wavelet Filtering and Its Application to Light-Insensitive Face Recognition. in Proc. International Conference on Automatic Face and Gesture Recognition (FG), Amsterdam, The Netherlands, Sep. 2008. 【pdf】

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