中科院计算所视觉信息处理与学习组

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科学研究
人脸组

组  长:山世光研究员

Email:sgshan at ict.ac dot cn

地  址:北京市海淀区科学院南路6号中国科学院计算技术研究所

人脸组成立于1999年,已在该人脸识别相关领域耕耘17年。相关成果获2005年度国家科技进步二等奖,2015年度国家自然科学二等奖。且相关成果已成功应用于公安人脸识别系统、华为手机等。2016年,实验室成立了中科视拓(北京)科技有限公司专门进行相关技术的产业化工作。
研究内容

人脸检测与跟踪,面部特征点定位,人脸识别与确认,3D人脸重建,表情分析与识别

Current Research Projects:

Under construction...
部分论文

刊物论文

1.    Jie Zhang,Meina Kan,Shiguang Shan,Xilin Chen,Occlusion-free Face Alignment: Deep Regression Networks Coupled with De-corrupt AutoEncoders,IEEE Conference on Computer Vision and Pattern Recognition,2016/7/2 【pdf】

2.    Keyurkumar Patel, Hu Han, Anil K. Jain,Cross-Database Face Antispoofing with Robust Feature Representation,Proceedings of the 11th Chinese Conference on Biometric Recognition,2016/10/14 【pdf】

3.    Keyurkumar Patel、韩琥、Anil K. Jain,Secure Face Unlock: Spoof Detection on Smartphones,IEEE Transactions on Information Forensics and Security,2016/6/8 【pdf】

4.    Meina Kan, Shiguang Shan,Haihong Zhang, Shihong Lao, and Xilin Chen. Multi-view Discriminant Analysis. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), Jan. 2016. [code] 【pdf】

5.    Meina Kan,Shiguang Shan,Xilin Chen, Multi-view Deep Network for Cross-view Classification,IEEE Conference on Computer Vision and Pattern Recognition,2016/7/2 【pdf】

6.    Shuzhe Wu, Meina Kan, Zhenliang He, Shiguang Shan, Xilin Chen. Funnel-structured cascade for multi-view face detection with alignment-awareness. Neurocomputing, 2016. 【pdf】

7.    Sixue Gong, Hu Han, Shiguang Shan, Xilin Chen,Actions Recognition in Crowd Based on Coarse-to-Fine Multi-Object Tracking,Proceedings of Asian Conference on Computer Vision Workshops,2016/11/20 【pdf】

8.    Xin Liu, Meina Kan, Wanglong Wu, Shiguang Shan, Xilin Chen. VIPLFaceNet: An Open Source Deep Face Recognition SDK. Frontiers of Computer Science, 2016. 【pdf】

9.    Meina Kan, Dong Xu, Shiguang Shan, Xilin Chen. Semi-supervised Hashing via Kernel Hyperplane Learning for Scalable Image Search. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 24(4), pp. 704-713, 2014. 【pdf】

10.    Meina Kan, Junting Wu, Shiguang Shan, Xilin Chen. Domain Adaptation for Face Recognition: Targetize Source Domain Bridged by Common Subspace. International Journal of Computer Vision (IJCV), 109(1-2): 94-109, 2014 【pdf】

11.    Meina Kan, Junting Wu, Shiguang Shan, Xilin Chen. Domain Adaptation for Face Recognition: Targetize Source Domain Bridged by Common Subspace. International Journal of Computer Vision (IJCV), Aug. 2014. 【pdf】

12.    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. 【pdf】

13.    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) 【pdf】

14.    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. 【pdf】

15.    Hu Han, Shiguang Shan, Xilin Chen, Wen Gao. A comparative study on illumination preprocessing in face recognition. Pattern Recognition, 46(6): 1691 – 1699, 2013. 【pdf】

16.    Meina Kan, Dong Xu, Shiguang Shan, Wen Li, Xilin Chen. Learning Prototype Hyperplanes for Face Verification in the Wild. IEEE Trans. on Image Processing (TIP), Apr. 2013. [code] 【pdf】

17.    Meina Kan, Shiguang Shan, Yu Su, Dong Xu, Xilin Chen. Adaptive Discriminant Learning for Face Recognition. Pattern Recognition (PR), Sep. 2013. 【pdf】

18.    Jinli Suo, Xilin Chen, Shiguang Shan, Wen Gao, Qionghai Dai. A Concatenational Graph Evolution Aging. IEEE Transactions on Pattern Analysis and Machine Intelligence, 34(11): 2083-2096, 2012. 【pdf】

19.    Ruiping Wang, Shiguang Shan, Xilin Chen, Wen Gao, Qionghai Dai. Manifold-Manifold Distance and Its Application to Face Recognition with Image Sets. IEEE Transactions on Image Processing, 21(10): 4466 – 4479, 2012. 【pdf】

20.    Ruiping Wang, Shiguang Shan, Xilin Chen, Wen Gao. Maximal Linear Embedding for Dimensionality Reduction. IEEE Transactions on Pattern Analysis and Machine Intelligence, 33(9): 1776-1792, 2011. 【pdf】

会议论文

1.    Difei Gao, Ruiping Wang, Shiguang Shan, Xilin Chen. Visual Textbook Network: Watch Carefully before Answering Visual Questions. BMVC 2017. 【pdf】

2.    Yong Li, Jiabei Zeng, Jie Zhang, Anbo Dai, Meina Kan, Shiguang Shan, Xilin Chen,KinNet: Fine-to-Coarse Deep Metric Learning for Kinship Verification,Recognizing Families In the Wild (RFIW): Data Challenge Workshop in conjunction with ACM MM 2017 【pdf】

3.    Jie Zhang, Meina Kan, Shiguang Shan, Xilin Chen. Occlusion-free Face Alignment: Deep Regression Networks Coupled with De-corrupt AutoEncoders. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Jun. 2016. 【pdf】

4.    Meina Kan, Shiguang Shan, Xilin Chen. Multi-view Deep Network for Cross-view Classification. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Jun. 2016. 【pdf】

5.    Shishi Qiao, Ruiping Wang, Shiguang Shan, Xilin Chen. Deep Video Code for Efficient Face Video Retrieval. In ACCV 2016. 【pdf】

6.    Yuheng Lu, Ruiping Wang, Shiguang Shan, Xilin Chen. Multiple-shot Person Re-identification via Riemannian Discriminative Learning. Asian Conference on Computer Vision Workshops, 2016. 【pdf】

7.    J. Ross Beveridge, Hao Zhang, Bruce A. Draper, Patrick J. Flynn, Zhenhua Feng, Patrick Huber, Josef Kittler, Zhiwu Huang, Shaoxin Li, Yan Li, Meina Kan, Ruiping Wang, Shiguang Shan, Xilin Chen, Haoxiang Li, Gang Hua, Vitomir Struc, Janez Krizaj, Changxing Ding, Dacheng Tao, P. Jonathon Phillips. Report on the FG 2015 Video Person Recognition Evaluation. IEEE International Conference on Automatic Face and Gesture Recognition (FG), 2015. (1st Place of PaSC Challenge). 【pdf】

8.    Jie Zhang, Meina Kan, Shiguang Shan, Xilin Chen. Deep Regression Network for Face Alignment by Leveraging Datasets with Varying Annotations. International Conference on Computer Vision (ICCV), Dec 2015. 【pdf】

9.    Meina Kan, Shiguang Shan, Xilin Chen. Bi-shifting Auto-Encoder for Unsupervised Domain Adaptation. International Conference on Computer Vision (ICCV), Dec. 2015. [code] 【pdf】

10.    Xin Liu, Shaoxin Li, Meina Kan, Jie Zhang, Shuzhe Wu, Wenxian Liu, Hu Han, Shiguang Shan, Xilin Chen. AgeNet: Deeply Learned Regressor and Classifier for Robust Apparent Age Estimation. ChaLearn Looking at People Workshop on ICCV 2015. (2nd Place of Apparent Age Estimation). 【pdf】

11.    Jie Zhang, Meina Kan, Shiguang Shan, Xiaowe Zhao, and Xilin Chen. Topic-aware Deep Auto-encoders (TDA) for Face Alignment. Asian Conference on Computer Vision (ACCV), Nov. 2014. 【pdf】

12.    Jie Zhang, Shiguang Shan, Meina Kan, Xilin Chen. Coarse-to-Fine Auto-encoder Networks (CFAN) for Real-time Face Alignment . European Conference on Computer Vision (ECCV), Sep. 2014. [code] 【pdf】

13.    M. Kan, S. Shan, H. Chang, X. Chen. Stacked progressive auto-encoders (SPAE) for face recognition across poses. Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), 2014. 【pdf】

14.    Meina Kan, Shiguang Shan, Hong Chang, Xilin Chen. Stacked Progressive Auto-Encoders (SPAE) for Face Recognition Across Poses. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Jun. 2014. [code] 【pdf】

15.    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), Firenze, Italy, Oct. 7-13, 2012. 【pdf】

16.    Meina Kan, Shiguang Shan, Haihong Zhang, Shihong Lao, Xilin Chen. Multi-view Discriminant Analysis. European Conference on Computer Vision (ECCV), Oct. 2012. 【pdf】

17.    Meina Kan, Shiguang Shan, Dong Xu, Xilin Chen. Side-Information based Linear Discriminant Analysis for Face Recognition. British Machine Vision Conference (BMVC), UK, Aug.29-Sept. 2, 2011. 【pdf】

18.    Meina Kan, Shiguang Shan, Yu Su, Xilin Chen, Wen Gao. Adaptive Discriminant Analysis for face recognition from Single Sample per Person. International Conference on Automatic Face and Gesture Recognition (FG), San Barbara, Mar. 2011. 【pdf】

19.    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), Crete, Greece, Sep. 2010. 【pdf】

20.    Hu Han, Shiguang Shan, Xilin Chen, and Wen Gao. Gray-Scale Super-Resolution for Face Recognition from Low Gray-Scale Resolution Face Images. in Proc. International Conference on Image Processing (ICIP), Hong Kong, Sep. 2010. 【pdf】

视觉信息处理和学习组
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