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.    Yunpei Jia, Jie Zhang, Shiguang Shan, Xilin Chen, "Unified unsupervised and semi-supervised domain adaptation network for cross-scenario face anti-spoofing", Pattern Recognition, 2021. (Accepted)

2.    Li Jiguo, Zhang Xinfeng, Jia Chuanmin, Xu Jizheng, Zhang Li, Wang Yue, Ma Siwei, Gao Wen. Direct speech-to-image translation[J]. IEEE Journal of Selected Topics in Signal Processing(JSTSP), 2020, 14(3): 517-529. 【pdf】

3.    Xuyang Guo, Meina Kan, Zhenliang He, Xingguang Song, Shiguang Shan, "Image style disentangling for instance-level facial attribute transfer," Computer Vision and Image Understanding, Vol. 207, June 2021 【pdf】

4.    Nan Lai, Meina Kan, Chunrui Han, Xingguang Song, and Shiguang Shan, "Learning to Learn Adaptive Classifier-Predictor for Few Shot Learning," IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2020. 【pdf】

5.    Mingjie He, Jie Zhang, Shiguang Shan, Meina Kan, Xilin Chen, "Deformable Face Net for Pose Invariant Face Recognition," Pattern Recognition (PR), vol.100, April. 2020. 【pdf】

6.    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, November 2019. 【pdf】

7.    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】

8.    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】

9.    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】

10.    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】

11.    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】

12.    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】

13.    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】

14.    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】

15.    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.

16.    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】

17.    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】

18.    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.

19.    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】

20.    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】

会议论文

1.    Zheng Yuan, Jie Zhang, Yunpei Jia, Chuanqi Tan, Tao Xue, Shiguang Shan,  "Meta Gradient Adversarial Attack," International Conference on Computer Vision (ICCV 2021), October 11-17, 2021. (Accepted)

2.    Zhenliang He, Meina Kan, Shiguang Shan, "EigenGAN: Layer-Wise Eigen-Learning for GANs," International Conference on Computer Vision (ICCV 2021), October 11-17, 2021. (Accepted)

3.    Li Jiguo, Zhang Xinfeng, Xu Jizheng, Ma Siwei, Gao Wen. Learning to Fool the Speaker Recognition[J]. ACM Transactions on Multimedia Computing, Communications, and Applications(TOMM). (Accepted).

4.    Li Jiguo, Jia Chuanmin, Zhang Xinfeng, Ma Siwei, Gao Wen. Cross Modal Compression: Towards Human-comprehensible Semantic Compression[C]. The 29th ACM International Conference on Multimedia. (Accepted)

5.    Li Jiguo, Zhang Xinfeng, Jia Chuanmin, Xu Jizheng, Zhang Li, Wang Yue, Ma Siwei, Gao Wen. Universal adversarial perturbations generative network for speaker recognition[C]//2020 IEEE International Conference on Multimedia and Expo (ICME). IEEE, 2020: 1-6.  【pdf】

6.    Zheng Yuan, Jie Zhang, Shiguang Shan, Xilin Chen, "Attributes Aware Face Generation with Generative Adversarial Networks," 25th International Conference on Pattern Recognition (ICPR 2020), pp. 1657-1664, Virtual-Milano, January 10-15, 2021. 【pdf】

7.    Changzhen Li, ​Jie Zhang, Shiguang Shan, Xilin Chen, "PAS-Net: Pose-Based and Appearance-Based Spatiotemporal Networks Fusion for Action Recognition", IEEE International Conference on Automatic Face and Gesture Recognition (FG 2020), pp. 215-221, 2020. 【pdf】

8.    Zijian Zhao, Jie Zhang and Shiguang Shan, "Noise Robust Hard Example Mining for Human Detection with Efficient Depth-Thermal Fusion," IEEE International Conference on Automatic Face and Gesture Recognition (FG 2020), pp. 809-813, 2020. 【pdf】

9.    Lanqing Hu, Meina Kan, Shiguang Shan, Xilin Chen, "Unsupervised Domain Adaptation with Hierarchical Gradient Synchronization," IEEE Conference on Computer Vision and Pattern Recognition(CVPR 2020), pp. 4043-4052, 2020. 【pdf】

10.    Yude Wang, Jie Zhang, Meina Kan, Shiguang Shan, Xilin Chen, "Self-supervised Equivariant Attention Mechanism for Weakly Supervised Semantic Segmentation," IEEE Conference on Computer Vision and Pattern Recognition(CVPR 2020), pp. 12275-12284, 2020. 【pdf】

11.    Yunpei Jia, Jie Zhang, Shiguang Shan, Xilin Chen, "Single-Side Domain Generalization for Face Anti-Spoofing," IEEE Conference on Computer Vision and Pattern Recognition(CVPR 2020), pp. 8484-8493, 2020. 【pdf】

12.    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, Seoul, Korea, Oct. 27-Nov. 2, 2019. 【pdf】

13.    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, Seoul, Korea, Oct. 27-Nov. 2, 2019. 【pdf】

14.    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), pp.3881-3885, Taibei, China, Sep. 22, 2019. 【pdf】

15.    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】

16.    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】

17.    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】

18.    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】

19.    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】

20.    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】


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
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  • Email:yi.cheng@vipl.ict.ac.cn
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