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.    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】

2.    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】

3.    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】

4.    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】

5.    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】

6.    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】

7.    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】

8.    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】

9.    Jie Chen, Shiguang Shan, Chu He, Guoying Zhao, Matti Pietikäinen, Xilin Chen, Wen Gao. WLD: A Robust Local Image Descriptor. IEEE Transactions on Pattern Analysis and Machine Intelligence, 32(9): 1705-1720, 2010.【pdf】

10.    Shufu Xie, Shiguang Shan, Xilin Chen, Jie Chen. Fusing Local Patterns of Gabor Magnitude and Phase for Face Recognition. IEEE Transactions on Image Processing, 19(5):1349- 1361, May 2010.【pdf】

11.    Jinli Suo, Song-Chun Zhu, Shiguang Shan, Xilin Chen, A Compositional and Dynamic Model for Face Aging, IEEE Transactions on Pattern Analysis and Machine Intelligence, 32(3): 385-401, 2010.【pdf】

12.    Bo Li, Hong Chang, Shiguang Shan, Xilin Chen. Low Resolution Face Recognition via Coupled Locality Preserving Mappings. IEEE Signal Processing Letters, 17(1): 20-23, 2010【pdf】

13.    Shufu Xie, Shiguang Shan, Xilin Chen, Xin Meng, Wen Gao. Learned local Gabor patterns for face representation and recognition. Signal Processing, 89(12): 2333-2344, 2009【pdf】

14.    Bo Li, Hong Chang, Shiguang Shan, Xilin Chen. Aligning Coupled Manifolds for Face Hallucination. IEEE Signal Processing Letters, 16(11): 957-960, 2009.【pdf】

15.    Jie Chen, Xilin Chen, Jie Yang, Shiguang Shan, Ruiping Wang, Wen Gao. Optimization of a training set for more robust face detection. Pattern Recognition, 41(11): 2828-2840, 2009.【pdf】

16.    Zhiheng Niu, Shiguang Shan, Xilin Chen. Facial Shape Localization Using Probability Gradient Hints. IEEE Signal Processing Letters, 16(10): 897-900, 2009.【pdf】

17.    Yu Su, Shiguang Shan, Xilin Chen, Wen Gao. Hierarchical Ensemble of Global and Local Classifiers for Face Recognition, IEEE Transactions on Image Processing, 18(8):1885 - 1896, Aug. 2009.【pdf】

18.    Bingpeng Ma, Shiguang Shan, Xilin Chen, and Wen Gao. Head yaw estimation from asymmetry of facial appearance. IEEE Transactions on Systems, Man, and Cybernetics–Part B: Cybernetics, 38(6):1501-1512, 2008.【pdf】

19.    Wenchao Zhang, Shiguang Shan, Laiyun Qing, Xilin Chen and Wen Gao. Are Gabor phases really useless for face recognition? Pattern Analysis & Applications, May, 2008.【pdf】

20.    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.【pdf】

会议论文

1.    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】

2.    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】

3.    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】

4.    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】

5.    Hu Han, Shiguang Shan, Xilin Chen, and Wen Gao. Maximizing Intra-Individual Correlation for Illumination-Insensitive Face Recognition. in Proc. International Conference on Image Processing (ICIP), Hong Kong, Sep. 2010.【pdf】

6.    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】

7.    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】

8.    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】

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

10.    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】

11.    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】

12.    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】

13.    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.【pdf】

14.    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.【pdf】

15.    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】

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】

视觉信息处理和学习组
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