中科院计算所视觉信息处理与学习组
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:韩琥 副研究员

Email:hanhu at ict.ac.cn

多模态生物特征识别是实现多模态感知与交互需要解决的重要问题,具有生物特征多样性、数据模态异质性、数据标签不完整性,数据分布不均衡性等特点。借鉴人在多模态与多通道信息处理中的机理,研究面向生物特征识别的多模态的互补特征表示,跨模态鲁棒关联、以及数据与模态缺失建模方法,实现复杂场景条件下对生物特征的鲁棒识别与深入透彻感知。


研究内容

1. 在问题层面,关注生物特征数据增强与处理、多模态与跨模态生物特征识别、视觉对象结构化表达、生物特征活体判别和生物特征中的生理与状态特征分析。

 

2. 在方法层面,1借鉴人在视觉多模态与多通道信息处理中的机理,建立生物启发的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模型以及数据与模态缺失下的建模方法,提升真实场景下机器视觉感知在生物特征识别中的鲁棒性;2)借鉴人在感知中的想象与推理能力,研究数据模态缺失条件下的跨模态生成与关联方法以及基于弱监督学习的生物特征识别建模方法;3)发挥多模态多通道信息互补作用,建立活体与非活体生物特征的鲁棒特征表达,提升非侵扰式生物特征活体判别的鲁棒性;4)由表及里,研究基于时空特征表达的生物特征生理与状态感知方法,实现非接触、非侵扰式的的生物透彻感知。

部分论文

刊物论文

1.    Hu Han, Anil K.Jain, Fang Wang, Shiguang Shan, Xilin Chen, "Heterogeneous Face Attribute Estimation:A Deep Multi-Task Learning Approach," IEEE Transactions on Pattern Analysis and Machine Intelligence(TPAMI), vol. 39, no. 12, DOI:10.1109/TPAMI.2017.2738004, 2018. (Accepted) 【pdf】

2.    Keyurkumar Patel, Hu Han, Anil K.Jain, "Secure Face Unlock:Spoof Detection on Smartphones," IEEE Transactions on Information Forensics and Security, vol. 11, no. 10, pp. 2268-2283, 2016. 【pdf】

3.    Di Wen, Hu Han, Anil K.Jain, "Face Spoof Detection with Image Distortion Analysis," IEEE Transactions on Information Forensics and Security, vol. 10, no. 4, pp. 746-761, 2015. 【pdf】

4.    Hu Han, Charles Otto, Xiaoming Liu, Anil K.Jain, "Demographic Estimation from Face Images:Human vs. Machine Performance," IEEE Transactions on Pattern Analysis and Machine Intelligence(TPAMI2015), vol. 37, no. 6, pp. 1148-1161, 2015. 【pdf】

5.    Lacey Best-Rowden, Hu Han, Charles Otto, Brendan Klare, Anil K.Jain, "Unconstrained Face Recognition:Identifying a Person of Interest from a Media Collection," IEEE Transactions on Information Forensics and Security, vol. 9, no. 12, pp. 2144-2157, 2014. 【pdf】

6.    Scott Klum, Hu Han, Brendan Klare, Anil K.Jain, "The Face Sketch ID System:Matching Facial Composites to Mugshots," IEEE Transactions on Information Forensics and Security, vol. 9, no. 12, pp. 2248-2263, 2014. 【pdf】

7.    Dongoh Kang, Hu Han, Anil K.Jain, Seong-Whan Lee, "Nighttime Face Recognition at Large Standoff:Cross-Distance and Cross-Spectral Matching," Pattern Recognition, vol. 47, no. 12, pp. 3750-3766, 2014. 【pdf】

8.    Hu Han, Brendan Klare, Kathryn Bonnen, Anil K.Jain, "Matching Composite Sketches to Face Photos:A Component Based Approach," IEEE Transactions on Information Forensics and Security, vol. 8, no. 1, pp. 191-204, 2013. 【pdf】

会议论文

1.    Hongyu Pan, Hu Han, Shiguang Shan, Xilin Chen, "Mean-Variance Loss for Deep Age Estimation from A Face," IEEE Conference on Computer Vision and Pattern Recognition(CVPR2018), (Accepted)

2.    Jiyun Cui, Hao Zhang, Hu Han, Shiguang Shan, Xilin Chen, "Improving 2D Face Recognition Via Discriminative Face Depth Estimation," IAPR International Conference on Biometrics(ICB2018), pp. 1-8, Queensland, Australia, 2018. 【pdf】

3.    Fang Wang, Hu Han, Shiguang Shan, Xilin Chen, "Deep Multi-Task Learning for Joint Prediction of Heterogeneous Face Attributes," IEEE International Conference on Face and Gesture Recognition(FG2017), 2017. 【pdf】

4.    Sixue Gong, Hu Han, Shiguang Shan, Xilin Chen, "Actions Recognition in Crowd Based on Coarse-to-Fine Multi-Object Tracking," Asian Conference on Computer Vision Workshops(ACCV2016), Nov. 20-24, 2016. 【pdf】

5.    Keyurkumar Patel, Hu Han, Anil K.Jain, "Cross-Database Face Antispoofing with Robust Feature Representation," Chinese Conference on Biometric Recognition(CCBR2016), 2016. 【pdf】

6.    David Crouse, Hu Han, Deepak Chandra, Brandon Barbello, Anil K.Jain, "Continuous Authentication of Mobile User:Fusion of Face Image and Inertial Measurement Unit Data," IAPR International Conference on Biometrics (ICB2015), Phuket, Thailand, 2015. 【pdf】

7.    Koichiro Niinuma, Hu Han, Anil K.Jain, "Automatic Multi-View Face Recognition Via 3D Model Based Pose Regularization," IEEE Sixth International Conference on Biometrics:Theory,Applications and Systems(BTAS2013), Washington, USA, 2013. 【pdf】

8.    Hu Han, Anil K.Jain, "Tattoo Based Identification:Sketch to Image Matching," IAPR International Conference on Biometrics(ICB2013), Madrid, Spain, 2013. 【pdf】

9.    Hu Han, Charles Otto, Anil K.Jain, "Age Estimation from Face Images:Human vs.Machine Performance," IAPR International Conference on Biometrics(ICB2013), Madrid, Spain, 2013. 【pdf】

10.    Scott Klum, Hu Han, Anil K.Jain, Brendan Klare, "Sketch Based Face Recognition:Forensic vs.Composite Sketches," IAPR International Conference on Biometrics(ICB2013), Madrid, Spain, 2013. 【pdf】

11.    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】

12.    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】

13.    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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