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, 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), DOI: 10.1109/TPAMI.2017.2738004, 2017. (CCF-A, IF: 8.329) 【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), Oct. 1-4, 2017. 【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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