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] ict dot ac dot cn; sgshan [at] ict dot ac dot cn

人脸组成立于1999年,已在人脸识别相关领域耕耘20年。迄今发表国际学术论文300余篇,包括CCF A类国际刊物/会议论文77篇,所发表主要论文被引用超过15000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(如Mate20,P20等)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


理论与方法研究: 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关键技术,尤其关注知识驱动与数据驱动的特征学习,复杂数据条件下的深度学习与对抗学习,如小样本学习、半监督、弱监督、迁移学习等基础理论与方法。

应用基础研究:重点关注人脸及物体相关的分析与建模。包括人脸/物体检测与跟踪、人脸/物体属性分析(如面部关键点定位、3D人脸重建、表情识别、属性预测与编辑、唇读)、人脸/物体识别等。近年来,也关注视频监控场景下的行人与车辆检测、跟踪及再识别技术。




部分论文

刊物论文

1.    Mingjie He, Jie Zhang, Shiguang Shan, Meina Kan, Xilin Chen, "Deformable Face Net for Pose Invariant Face Recognition," Pattern Recognition. (2019 Accepted)

2.    Shuzhe Wu, Meina Kan, Shiguang Shan and Xilin Chen, “Hierarchical Attention for Part-Aware Face Detection,” International Journal of Computer Vision (IJCV), vo. 127, no. 6-7, pp 560–578, June 2019. 【pdf】

3.    Zhenliang He, Wangmeng Zuo, Meina Kan, Shiguang Shan and Xilin Chen, "AttGAN: Facial Attribute Editing by Only Changing What You Want," IEEE Transactions on Image Processing (TIP), vol. 28, no. 11, pp. 5464 – 5478, 20 May 2019. 【pdf】

4.    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】

5.    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】

6.    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】

7.    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】

8.    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】

9.    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】

10.    Shaoxin Li, Shiguang Shan, Shuicheng Yan, Xilin Chen, "Relative Forest for Visual Attribute Prediction," IEEE Transactions on Image Processing, 25(9): 3991-4003, 2016. 【pdf】

11.    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.

12.    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】

13.    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:信息科学, 46卷, 8期, pp. 969–981, 2016. 【pdf】

14.    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.

15.    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】

16.    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】

17.    Zhen Cui, Wen Li, Dong Xu, Shiguang Shan, Xilin Chen, Xuelong Li, “Flowing on Riemannian Manifold: Domain Adaptation by Shifting Covariance,” IEEE Transactions on Cybernetics, vol.44, no.12, pp.2264-2273,Dec.2014. 【pdf】

18.    吉娜烨,柴秀娟,山世光,陈熙霖, 基于局部回归模型的人脸素描自动生成, 计算机辅助设计与图形学学报, vol.26,no.12,pp.2232-2243, 2014.12. 【pdf】

19.    Lijuan Duan, Hongyan Zhong, Jun Miao, Zhen Yang, Wei Ma, Xuan Zhang, “A voting optimized strategy based on ELM for improving classification of motor imagery BCI data,” Cognitive Computation, vol.6, pp.477-483,Nov.2014. 【pdf】

20.    Bingpeng Ma, Annan Li, Xiujuan Chai, Shiguang Shan, “CovGa: A novel Descriptor Based on Symmetry of Regions for Head Pose Estimation,” Neurocomputing, vol.143, pp.97-108,Nov.2014. 【pdf】

会议论文

1.    Jinghui Wang, Jie Zhang, Zijia Lu, Shiguang Shan, "DFT-NET: Disentanglement of Face Deformation and Texture Synthesis for Expression Editing," IEEE International Conference on Image Processing (ICIP), 2019 (Accepted)

2.    Xijun Wang, Meina Kan, Shiguang Shan, Xilin Chen, “Fully Learnable Group Convolution for Acceleration of Deep Neural Networks”, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp.9049-9058, Long Beach, California, USA, June 16-20, 2019. 【pdf】

3.    Xiaoyan Li, Meina Kan, Shiguang Shan, Xilin Chen, "Weakly Supervised Object Detection with Segmentation Collaboration," IEEE International Conference on Computer Vision (ICCV), pp. 9735-9744, June 2019. 【pdf】

4.    Zhenliang He, Meina Kan, Shiguang Shan, Xilin Chen, "S2GAN: Share Aging Factors across Ages and Share Aging Trends among Individuals," IEEE International Conference on Computer Vision (ICCV), pp. 9440-9449, June 2019. 【pdf】

5.    Mingjie He, Jie Zhang, Shiguang Shan, Meina Kan, Xilin Chen, "Deformable Face Net: Learning Pose Invariant Feature with Pose Aware Feature Alignment for Face Recognition," 14th IEEE International Conference on Automatic Face and Gesture Recognition (FG 2019), Lille, France, May 14-18, 2019. (Oral) 【pdf】

6.    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】

7.    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】

8.    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). 【pdf】

9.    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】

10.    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. 【pdf】

11.    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】

12.    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】

13.    Shiying Luo, Meina Kan, Shuzhe Wu, Xilin Chen, Shiguang Shan, "Face Anti-Spoofing with Multi-Scale Information," To appear in Proc. International Conference on Pattern Recognition (ICPR2018), pp. 3402-3407, Beijing, China, 2018. 【pdf】

14.    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】

15.    Yuhao Ma, Meina Kan, Shiguang Shan, Xilin Chen, "Hierarchical Training for Large Scale Face Recognition with Few Samples Per Subject," International Conference on Image Processing, ICIP 2018: 2401-2405. 【pdf】

16.    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】

17.    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】

18.    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), pp. 5749-5758, 2017. 【pdf】

19.    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】

20.    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】


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
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  • Email:yi.cheng@vipl.ict.ac.cn
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