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
人脸组

组  长:阚美娜副研究员/山世光研究员

Email:kanmeina[at]vipl dot ict.ac.cn; sgshan at ict.ac d

人脸组成立于1999年,已在该人脸识别相关领域耕耘19年。迄今已发表/录用CCF A类国际会议论文49篇(其中CVPR 31篇,ICCV 12篇,NIPS/ICML/AAAI等6篇),发表/录用CCF A类国际刊物论文24篇(其中T-PAMI 8篇,T-IP 13篇,IJCV 1篇,T-IFS 2篇)。所发表主要论文被引用超过13000次(Google Scholar)。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。所研发的人脸识别技术已成功应用于公安部出入境管理局及多省公安厅人脸识别系统及华为手机等。2016年8月,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

该研究组的主要研究内容包括:

1)理论与方法方面,重点研究计算机视觉、模式识别与机器学习等学科领域的基础理论和方法,尤其关注判别特征提取,基于大规模数据的特征学习,各种复杂数据条件下的深度学习,如单样本、小样本、半监督、弱监督、脏数据等数据条件下的机器学习理论和方法;

2)应用基础方面,重点关注人脸检测与跟踪、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、唇读、人脸属性估计、基于GAN的人脸合成等研究方向。近年来,也开始关注面向视频监控场景的行人和车辆检测、跟踪及再识别等技术。

部分论文

刊物论文

1.    Yan Li, Shiguang Shan, Ruiping Wang, Zhen Cui, Xilin Chen, "Fusing magnitude and phase features with multiple face models for robust face recognition," Frontier of Computer Science, vol. 4, pp. 1-19, 2018. 【pdf】

2.    Xiaoke Zhu, Xiao-Yuan Jing, Xinge You, Wangmeng Zuo, Shiguang Shan, Wei-Shi Zheng, "Image to Video Person Re-Identification by Learning Heterogeneous Dictionary Pair with Feature Projection Matrix," IEEE Transactions on Information Forensics and Security, vol. 13, no. 3, pp. 717-732, 2018. 【pdf】

3.    Zhiwu Huang, Ruiping Wang, Shiguang Shan, Luc Van Gool, Xilin Chen, "Cross Euclidean-to-Riemannian Metric Learning with Application to Face Recognition from Video," IEEE Transactions on Pattern Analysis and Machine Intelligence(TPAMI), vol. 40, no. 12, pp. 2827-2840, Dec. 2018. 【pdf】

4.    Xin Liu, Meina Kan, Wanglong Wu, Shiguang Shan, Xilin Chen, "VIPLFaceNet:An Open Source Deep Face Recognition SDK," Frontier of Computer Science, vol. 11, no. 2, pp. 208–218, 2017. 【pdf】

5.    Wen Wang, Ruiping Wang, Shiguang Shan, Xilin Chen, "Prototype Discriminative Learning for Image Set Classification," IEEE Signal Processing Letters, vol. 24, no. 9, pp. 1318-1322, 2017. 【pdf】

6.    Shuzhe Wu, Mein Kan, Zhenliang He, Shiguang Shan, Xilin Chen, "Funnel-Structured Cascade for Multi-View Face Detection with Alignment-Awareness," Neurocomputing, vol. 221, no. 19, pp. 138–145, 2017. 【pdf】

7.    Yan Li, Ruiping Wang, Zhen Cui, Shiguang Shan, Xilin Chen, "Spatial Pyramid Covariance based Compact Video Code for Robust Face Retrieval in TV-Series," IEEE Transactions on Image Processing, vol. 25, no. 12, pp. 5905-5919, 2016.

8.    Risheng Liu, Guangyu Zhong, Junjie Cao, Zhouchen Lin, Shiguang Shan, Zhongxuan Luo, "Learning to Diffuse: A New Perspective to Design PDEs for Visual Analysis," IEEE Transactions on Pattern Analysis and Machine Intelligence(TPAMI2016), vol. 38, no. 12, pp. 2457-2471, 2016. 【pdf】

9.    陈熙霖, 胡事民, 孙立峰, "面向真实世界的智能感知与交互", 中国科学杂志社, 46卷, 8期, pp. 969–981, 2016. 【pdf】

10.    Zhiwu Huang, Shiguang Shan, Ruiping Wang, Haihong Zhang, Shihong Lao, Alifu Kuerban, Xilin Chen, "A Benchmark and Comparative Study of Video-Based Face Recognition on COX Face Database," IEEE Transactions on Image Processing, vol. 24, no. 12, pp. 5967-5981, 2015.

11.    Zhen Cui, Shiguang Shan, Ruiping Wang, Lei Zhang, Xilin Chen, "Sparsely Encoded Local Descriptor for Face Verification," Neurocomputing, vol. 147, pp. 403-411, 2015. 【pdf】

12.    Zhiwu Huang, Ruiping Wang, Shiguang Shan, Xilin Chen, "Face Recognition on Large-Scale Video in the Wild with Hybrid Euclidean-and-Riemannian Metric Learning," Pattern Recognition, vol. 48, no. 10, pp. 3113-3124, 2015. 【pdf】

13.    Meina Kan, Dong Xu, Shiguang Shan, Xilin Chen, "Semi-Supervised Hashing Via Kernel Hyperplane Learning for Scalable Image Search," IEEE Transactions on Circuits & Systems for Video Technology, vol. 24(4), pp. 704-713, 2014.

14.    Changhong Liu, Wenfeng Chen, Hu Han, Shiguang Shan, "Effects of Image Preprocessing on Face Matching and Recognition in Human Observers," Applied Cognitive Psychology, vol. 27, no. 6, pp. 718-724, 2013. 【pdf】

15.    Meina Kan, Dong Xu, Shiguang Shan, Wen Li, Xilin Chen, "Learning Prototype Hyperplanes for Face Verification in the Wild," IEEE Transactions on Image Processing A Publication of the IEEE Signal Processing Society, vol. 22(8), pp. 3310-6, 2013.

16.    Hu Han, Shiguang Shan, Xilin Chen, Wen Gao, "A Lighting Normalization Approach Exploiting Face Symmetry," Journal of Computer Research and Development, vol. 50, no. 4, pp. 767-775, 2013. 【pdf】

17.    Hu Han, Shiguang Shan, Xilin Chen, Wen Gao, "A Comparative Study on Illumination Preprocessing in Face Recognition," Pattern Recognition, vol. 46, no. 6, pp. 1691-1699, 2013. 【pdf】

会议论文

1.    Nan Lai, Meina Kan, Shiguang Shan, Xilin Chen, "Task-adaptive Feature Reweighting for Few Shot Classification," Asian Conference on Computer Vision 2018(ACCV2018), 2-6 Dec. 2018, Perth Western Aust.ralia 【pdf】

2.    Lanqing Hu, Meina Kan, Shiguang Shan, Xilin Chen, "Duplex Generative Adversarial Network for Unsupervised Domain Adaptation," IEEE Conference on Computer Vision and Pattern Recognition (CVPR2018), pp. 1498-1507, Salt Lake City, UT, June 18-22, 2018. 【pdf】

3.    Xuepeng Shi, Shiguang Shan, Meina Kan, Shuzhe Wu, Xilin Chen, "Real-Time Rotation-Invariant Face Detection with Progressive Calibration Networks," IEEE Conference on Computer Vision and Pattern Recognition(CVPR2018), (Accepted) 【pdf】

4.    Chunrui Han, Shiguang Shan, Meina Kan, Shuzhe Wu, Xilin Chen, "Face Recognition with Contrastive Convolution", European Conference on Computer Vision (ECCV2018), Munich, Germany, 8-14 Sep., 2018 【pdf】

5.    Gang Zhang, Meina Kan, Shiguang Shan, Xilin Chen, "Generative Adversarial Network with Spatial Attention for Face Attribute Editing," 15th European Conference on Computer Vision (ECCV2018), Munich, Germany, Sep. 8-14, 2018. (Accepted) 【pdf】

6.    Yingjie Yao, Xiaohe Wu, Lei Zhang, Shiguang Shan, Wangmeng Zuo, "Joint Representation and Truncated Inference Learning for Correlation Filter based Tracking," European Conference on Computer Vision, ECCV, 2018. 【pdf】

7.    Gang Zhang, Hu Han, Shiguang Shan, Xingguang Song, Xilin Chen, "Face Alignment across Large Pose via MT-CNN based 3D Shape Reconstruction," To appear in Proc. International Conference on Automatic Face and Gesture Recognition(FG2018), pp. 1-8, Xi'an, China, 2018. 【pdf】

8.    Yong Li, Jiabei Zeng, Shiguang Shan, Xilin Chen, "Patch-Gated CNN for Occlusion-aware Facial Expression Recognition," To appear in Proc. International Conference on Pattern Recognition (ICPR2018), accepted, Beijing, China, 2018. 【pdf】

9.    Fei Wu, Xiaoyuan Jing, Shiguang Shan, Wangmeng Zuo, Jingyu Yang, "Multiset Feature Learning for Highly Imbalanced Data Classification," AAAI Conference on Artificial Intelligence(AAAI2017), San Francisco, California, USA, 2017. 【pdf】

10.    Xiaoyuan Jing, Fei Wu, Xiwei Dong, Shiguang Shan, Songcan Chen, "Semi-Supervised Multi-View Correlation Feature Learning with Application to Webpage Classification," AAAI Conference on Artificial Intelligence(AAAI2017), San Francisco, California, USA, 2017. 【pdf】

11.    Wen Wang, Ruiping Wang, Shiguang Shan, Xilin Chen, "Discriminative Covariance Oriented Representation Learning for Face Recognition with Image Sets," IEEE Conference on Computer Vision and Pattern Recognition(CVPR2017), vol. 30, pp. 5749-5758, 2017. 【pdf】

12.    Zhenliang He, Jie Zhang, Meina Kan, Shiguang Shan, Xilin Chen, "Robust FEC-CNN: A High Accuracy Facial Landmark Detection System," IEEE Conference on Computer Vision and Pattern Recognition Workshops(CVPR2017), Hawaii, 2017. 【pdf】

13.    Lanqing Hu, Meina Kan, Shiguang Shan, Xingguang Song, Xilin Chen, "LDF-Net:Learning a Displacement Field Network for Face Recognition across Pose," IEEE International Conference on Face and Gesture Recognition(FG2017), Washington, 2017. 【pdf】

14.    Xin Liu, Meina Kan, Shiguang Shan, Xilin Chen, "Noisy Face Image Sets Refining Collaborated with Discriminant Feature Space Learning," IEEE International Conference on Face and Gesture Recognition(FG2017), Washington, 2017. 【pdf】

15.    Xin Liu, Shaoxin Li, Meina Kan, Shiguang Shan, Xilin Chen, "Self-Error-Correcting Convolutional Neural Network for Learning with Noisy Labels," IEEE International Conference on Face and Gesture Recognition(FG2017), Washington, 2017. 【pdf】

16.    Zhenliang He, Meina Kan, Jie Zhang, Xilin Chen, Shiguang Shan, "A Fully End-to-End Cascaded CNN for Facial Landmark Detection," IEEE International Conference on Face and Gesture Recognition(FG2017), Washington, 2017. 【pdf】

17.    Wanglong Wu, Meina Kan, Xin Liu, Yi Yang, Shiguang Shan, Xilin Chen, "Recursive Spatial Transformer(ReST)for Alignment-Free Face Recognition," IEEE International Conference on Computer Vision(ICCV2017), Venice, Italy, pp. 3772-3780, 2017. 【pdf】

18.    Xuesong Niu, Hu Han, Shiguang Shan, Xilin Chen, "Continuous Heart Rate Measurement from Face:A Robust rPPG Approach with Distribution Learning," International Joint Conference on Biometrics(IJCB2017), 2017. 【pdf】

19.    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(RFIW2017):Data Challenge Workshop in conjunction with ACMMM 2017, 2017.

20.    Wen Wang, Ruiping Wang, Shiguang Shan, Xilin Chen, "Prototype Discriminative Learning for Face Image Set Classification," Asian Conference on Computer Vision(ACCV2016), Taipei, China, pp. 344–360, 2016. 【pdf】


视觉信息处理和学习组
  • 单位地址:北京海淀区中关村科学院南路6号
  • 邮编:100190
  • 联系电话:010-62600514
  • Email:yi.cheng@vipl.ict.ac.cn
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