Bingpeng Ma


Associate Professor, School of Computer and Control Engineering, University of Chinese Academy of Science(UCAS), Beijing, 100190, China.

Visiting Associate Researcher, Visual Information Processing and Learning (VIPL), Institute of Computing Technology (ICT), Chinese Academy of Sciences (CAS), Beijing, 100190, China.


马丙鹏,中国科学院大学,计算机科学与技术学院,副教授,硕士生导师。2009年在中国科学院计算技术研究所获工学博士学位,师从高文院士。20099月至20133月期间任教于华中科技大学计算机科学与技术学院,2011年至2012年期间在法国卡昂诺曼底大学从事博士后研究,合作导师Frederic Jurie教授。主要研究方向包括模式识别理论与应用、计算机视觉、人工智能和机器学习,尤其关注人体身份再识别、行人检测、行人跟踪、人脸识别和头部姿态估计等方面的研究。先后在包括IEEE T-PAMI、IEEE T-IP、CVPR和ICCV等本领域权威国际期刊与会议上发表学术论文50余篇,谷歌学术引用1500余次。作为第一完成人荣获2018中国计算机学会科学技术奖自然科学二等奖指导研究生获得ICME 2018铂金最佳论文奖ECCV 2018行人检测竞赛冠军。中国计算机学会高级会员,中国计算机学会青年计算机科技论坛(YOCSEF)学术委员,中国计算机学会青年工作委员会委员。


研究生招生:通常每年秋季招收1名硕士生,同时也欢迎有坚实计算机专业基础的同学前来客座。


Mr. Bingpeng Ma received the PH.D degree in computer science from Institute of Computing Technology (ICT), Chinese Academy of Sciences (CAS) and the supervisor is Prof. Wen GAO.  From Oct. 2011 to Sept. 2012, he is the academic visitor of University of Caen, France. His supervisor in Caen is Frederic Jurie. He joined the School of Computer Science and Technology, University of Chinese Academy of Sciences, Beijing, in March 2013. He is also the visiting associate researcher of Visual Information Processing and Learning (VIPL), ICT, CAS.



Recent Research Focus:

(1) Person Re-identification

(2) Video Surveillance: Human Detection/Tracking, Vehicle Detection/Tracking, Vehicle Re-identification, Image/Video Representation  

(3) Machine Learning Methods: Metric Learning, Deep Neural Networks, Manifold Learning


Journal Paper

Kongming Liang, Hong Chang, Bingpeng Ma, Shiguang Shan and Xilin Chen. Unifying Visual Attribute Learning with Object Recognition in a Multiplicative Framework. IEEE Trans. on Pattern Analysis and Machine Intelligence, vol. 41, no. 7, pp. 1747-1760, July 2019. [PDF]

Liang Zhang, Bingpeng Ma, Guorong Li, Qingming Huang and Qi Tian. Generalized Semi-supervised and Structured Subspace Learning for Cross-Modal Retrieval. IEEE Trans. on Multimedia, vol. 20, no. 1, pp. 128-141, January 2018. [PDF][Code]

Jianfeng He, Bingpeng Ma, Shuhui Wang, Yugui Liu and Qingming Huang. Multi-label Double Layers Learning for Cross-Modal Retrieval. Neurocomputing, vol. 275, pp. 1893-1902, January 2018. [PDF]

Jiazhong Chen, Bingpeng Ma, Hua Cao, Jie Chen, Yebin Fan, Rong Li and Weimin Wu. Updating Initial Labels from Spectral Graph by Manifold Regularization for Saliency Detection. Neurocomputing, vol. 266, pp.79-90, November 2017. [PDF]

Jiazhong Chen, Bingpeng Ma, Hua Cao, Jie Chen, Yebin Fan, Tao Xia and Rong Li. Attention Region Detection Based on Closure Prior in Layered Bit Planes. Neurocomputing, vol. 251, pp. 16-25, August 2017. [PDF]

Lingling Chang, Bingpeng Ma, Hong Chang and Zhiyi Ding. Comparative Study on Deep Network Architectures in Pedestrian Detection Task. Computer Simulation, vol. 34, no. 7, pp. 373-377, July 2017. [PDF] (in Chinese)

Liang Zhang, Bingpeng Ma, Guorong Li, Qingming Huang and Qi Tian. Cross-modal Retrieval using Multi-ordered Discriminative Structured Subspace Learning. IEEE Trans. on Multimedia, vol. 19, no. 6, pp. 1220-1233, June 2017. [PDF]

Wei Zhang, Bingpeng Ma, Kan Liu and Rui Huang. Video-Based Pedestrian Re-Identification by Adaptive Spatio-Temporal Appearance Model. IEEE Trans. on Image Processing, vol. 26, no. 4, pp. 2042-2054, April 2017. [PDF]

Guorong Li, Bingpeng Ma, Jun Huang, Qingming Huang and Weigang Zhang. Beyond Appearance Model: Learning Appearance Variations for Object Tracking. Neurocomputing, vol. 214, pp. 796-804, November 2016. [PDF]

Hao Liu, Bingpeng Ma, Lei Qin, Junbiao Pang, Chunjie Zhang and Qingming Huang. Set-Label Modeling and Deep Metric Learning on Person Re-Identification. Neurocomputing, vol. 151, no. 3, pp. 1283-1292, March 2015. [PDF]

Bingpeng Ma, Rui Huang and Lei Qin. VoD: A Novel Image Representation for Head Yaw Estimation. Neurocomputing, vol. 148, pp. 455-466, January 2015.  [PDF]

Bingpeng Ma, Annan Li, Xiujuan Chai and Shiguang Shan. CovGa: A Novel Descriptor based on Symmetry of Regions for Head Pose Estimation. Neurocomputing, vol. 143, pp. 97-108, November 2014. [PDF]

Zhen Cui, Hong Chang, Shiguang Shan, Bingpeng Ma and Xilin Chen. Joint Sparse Representation for Video-based Face Recognition. Neurocomputing, vol. 135, pp. 306-312, July 2014. [PDF]

Bingpeng Ma, Yu Su and Frederic Jurie. Covariance Descriptor based on Bio-inspired Features for Person Re-identification and Face Verification. Image and Vision Computing, vol. 32, no. 6-7, pp. 379-390, June 2014. [PDF][Code][Results]

Bingpeng Ma, Xiujuan Chai and Tianjiang Wang. A Novel Feature Descriptor based on Biologically Inspired Feature for Head Pose Estimation. Neurocomputing, vol. 115, pp. 1-10, September 2013. [PDF]

Jiazhong Chen, Zengwei Ju, Cao Hua, Bingpeng Ma, Changnian Chen, Leihua Qin and Rong Li. Accelerated Implementation of Adaptive Directional Lifting-based Discrete Wavelet Transform on GPU. Signal Processing: Image Communication, vol. 28, no. 9, pp. 1202-1211, October 2013. [PDF]

Bingpeng Ma, Shiguang Shan, Xilin Chen and Wen Gao. A New Robust Method of Head Pose Estimation. Journal of Software, vol. 20, no. 6, pp. 1651-1663, June 2009. (in Chinese)[PDF]

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, vol. 38, no. 6, pp. 1501-1512, December 2008. [PDF][Code]

Shutang Yang and Bingpeng Ma. Study on the Extensibility of Video Conferencing with Speech Mixing. Computer Communications, vol. 29, no. 11, pp. 2026-2033, 2006. [PDF]

Bingpeng Ma, Ju Cao, Shutang Yang and Shengsheng Yu. The Application of the Queue Theory in Multipoint Communications. Computer Engineering and Applications, vol. 39, no. 16, pp. 73-75, 2003. (in Chinese)

Bingpeng Ma, Ju Cao, Shutang Yang and Shengsheng Yu. The Application of Computer Simulation in the Questions of Queue in Multipoint Communications. Computer Science, vol. 30, no. 4, pp. 212-214, 2003. (in Chinese)


Conference Paper

Ruibing Hou, Hong Chang, Bingpeng Ma, Shiguang Shan and Xilin Chen. Cross Attention Network for Few-shot Classification. Neural Information Processing Systems, December 2019. (Accepted)

Xinqian Gu, Bingpeng Ma, Hong Chang, Shiguang Shan and Xilin Chen. Temporal Knowledge Propagation for Image-to-Video Person Re-identification. Proc. IEEE International Conference on Computer Vision, October 2019. [PDF] [Code]

Fengling Mao, Bingpeng Ma, Hong Chang, Shiguang Shan and Xilin Chen. MS-GAN: Text to Image Synthesis with Attention-Modulated Generators and Similarity-aware Discriminators. British Machine Vision Conference, September 2019. [PDF]

Fangyi Zhang, Bingpeng Ma, Hong Chang, Shiguang Shan and Xilin Chen. Relation-aware Multiple Attention Siamese Networks for Robust Visual Tracking. British Machine Vision Conference, September 2019. [PDF]

Hongkai Zhang, Hong Chang, Bingpeng Ma, Shiguang Shan and Xilin Chen. Cascade RetinaNet: Maintaining Consistency for Single-Stage Object Detection. British Machine Vision Conference, September 2019. [PDF]

Xiaoyi Yin, Xinqian Gu, Hong Chang, Bingpeng Ma and Xilin Chen. Attribute-aware Pedestrian Image Editing. International Conference on Image and Graphics, August 2019. (Accepted)

Ruibing Hou, Bingpeng Ma, Hong Chang, Xinqian Gu, Shiguang Shan and Xilin Chen. VRSTC: Occlusion-Free Video Person Re-Identification. IEEE Computer Vision and Pattern Recognition, June 2019. [PDF]

Ruibing Hou, Bingpeng Ma, Hong Chang, Xinqian Gu, Shiguang Shan and Xilin Chen. Interaction-and-Aggregation Network for Person Re-identification. IEEE Computer Vision and Pattern Recognition, June 2019. [PDF

Liqiang Bao, Bingpeng Ma, Hong Chang and Xilin Chen. Masked Graph Attention Network for Person Re-identification. International Workshop conjunction with IEEE Computer Vision and Pattern Recognition, June 2019. [PDF]

Liqiang Bao, Bingpeng Ma, Hong Chang and Xilin Chen. Preserving Structural Relationships for Person Re-identification. International Workshop conjunction with IEEE International Conference on Multimedia and Expo, July 2019. [PDF]

Ruibing Hou, Hong Chang, Bingpeng Ma and Xilin Chen. Video Prediction with Bidirectional Constraint Network. IEEE International Conference on Automatic Face and Gesture Recognition, May 2019. [PDF]

Furong Xu, Bingpeng Ma, Hong Chang, Shiugang Shan and Xilin Chen. Style Transfer with Adversarial Learning for Cross-Database Person Re-identification. Asian Conference on Computer Vision, December 2018. [PDF]

Yulin Li, Bingpeng Ma, Hong Chang and Xilin Chen. A Benchmark for Full Rotation Head Tracking. Proc. International Conference on Pattern Recognition, August 2018. [PDF][Code]

Shen Li, Bingpeng Ma, Hong Chang, Shiguang Shan and Xilin Chen. Continuity-Discrimination Convolutional Neural Network for Visual Object Tracking. IEEE International Conference on Multimedia and Expo, July 2018. [PDF][SUPPLEMENT](Platinum Best Paper Award)

Liang Zhang, Bingpeng Ma, Guorong Li, Qingming Huang and Qi Tian. Multi-Networks Joint Learning for Large-Scale Cross-Modal Retrieval. ACM Multimedia, pp. 907-915, October 2017. [PDF][Code]

Xiaqing Xu, Bingpeng Ma, Hong Chang and Xilin Chen. Siamese Recurrent Architecture for Visual Tracking. International Conference on Image Processing, pp. 1152-1156, September 2017.  [PDF][Code]

Liang Zhang, Bingpeng Ma, Jianfeng He, Guorong Li, Qingming Huang and Qi Tian. Adaptively Unified Semi-supervised Learning for Cross-Modal Retrieval. International Joint Conference on Artificial Intelligence, pp. 3406-3412, August 2017. [PDF]

Liang Zhang, Bingpeng Ma, Guorong Li and Qingming Huang. Metric based on Multi-order Spaces for Cross-modal Retrieval. IEEE International Conference on Multimedia and Expo, pp. 1374-1379, July 2017. [PDF]

Xuesong Deng, Bingpeng Ma, Hong Chang, Shiguang Shan and Xilin Chen. Deep Second-order Siamese Network for Pedestrian Re-identification. Asian Conference on Computer Vision, pp. 321-337, November 2016. [PDF]

Jianfeng He, Bingpeng Ma, Shuhui Wang, Yugui Liu and Qingming Huang. Cross-modal Retrieval by Real Label Partial Least Squares. ACM Multimedia, pp. 227-231, October 2016. [PDF][Code]

Liang Zhang, Bingpeng Ma, Guorong Li, Qingming Huang and Qi Tian. PL-ranking: A Novel Ranking Method for Cross-Modal Retrieval. ACM Multimedia, pp. 1355-1364, October 2016. [PDF][Code] (Long Paper)

Kan Liu, Bingpeng Ma, Wei Zhang and Rui Huang. A Spatio-Temporal Appearance Representation for Video-Based Pedestrian Re-Identification. Proc. IEEE International Conference on Computer Vision, pp. 3810-3818, December 2015. [PDF][Code]

Bingpeng Ma, Qian Li and Hong Chang. Gaussian Descriptor based on Local Features for Person Re-Identification. ACCV Workshop on HIS, pp. 505-518, November 2014. [PDF][Code][Results]

Yuanlu Xu, Bingpeng Ma, Rui Huang and Liang Lin. Person Search in a Scene by Jointly Modeling People Commonness and Person Uniqueness. ACM Multimedia, pp. 937-940, November 2014. [PDF]

Bingpeng Ma, Annan Li, Xiujuan Chai and Shiguang Shan. Head Yaw Estimation via Symmetry of Regions. IEEE International Conference on Automatic Face and Gesture Recognition, pp. 1-6, April 2013. [PDF](Code Available)

Bingpeng Ma, Xu Yang and Shiguang Shan. Head Pose Estimation via Background Removal. Sino-foreign-interchange Workshop on Intelligence Science and Intelligent Data Engineering, pp.140-147, October 2012. [PDF]

Bingpeng Ma, Yu Su and Frederic Jurie. Local Descriptors Encoded by Fisher Vectors for Person Re-identification. International Workshop conjunction with European Conference on Computer Vision, pp. 413-422, October 2012. [PDF]

Bingpeng Ma, Yu Su and Frederic Jurie. BiCov: A Novel Image Representation for Person Re-identification and Face Verification. Proc. British Machine Vision Conference, pp. 57.1-57.11, September 2012. [PDF]

Xiujuan Chai, Zhihao Xu, Qian Li, Bingpeng Ma and Xilin Chen. Robust Hand Tracking by Integrating Appearance, Location and Depth Cues. International Conference on Internet Multimedia Computing and Service, pp. 60-65, September 2012.

Weijun Hu, Bingpeng Ma and Xiujuan Chai. Head Pose Estimation Using Simple Local Gabor Binary Pattern. Chinese Conference on Biometric Recognition, pp. 74-81, December 2011.

Xiaoyu Luo, Xiumei Pang, Bingpeng Ma and Fang Liu. Age Estimation using Multi-Label Learning. Chinese Conference on Biometric Recognition, pp. 221-228, December 2011.

Xiujuan Chai, Yili Tang, Shiguang Shan, Xilin Chen and Bingpeng Ma. Image and Depth Fusion Based Hand Tracking and Application. The Joint Conference on Harmonious Human Machine Environment, 2011.

Xiumei Pang, Bingpeng Ma and Tianjiang Wang. Age Estimation Using Bio-inspired Features and DCT Coefficients. Chinese Conference on Pattern Recognition, October 2010. (in Chinese)

Bingpeng Ma and Tianjiang Wang. Head Pose Estimation using Sparse Representation. International Conference on Knowledge Discovery, pp. 389-392, March 2010. [PDF]

Haili Wang, Yuanhua Qiao, Lijuan Duan, Faming Fang, Jun Miao and Bingpeng Ma. Visual Selection and Attention Shifting based on FitzHugh-Nagumo Equations. International Symposium on Neural Networks, pp. 240-249, June 2010.

Bingpeng Ma, Shiguang Shan, Xilin Chen and Wen Gao. Discriminant Analysis for Perceptionally Comparable Classes. IEEE International Conference on Automatic Face and Gesture Recognition, September 2008. [PDF]

Bingpeng Ma, Wenchao Zhang, Shiguang Shan, Xilin Chen and Wen Gao. Robust Head Pose Estimation Using LGBP. Proc. International Conference on Pattern Recognition, vol. 2, pp. 512-515, August 2006.[PDF]

Bingpeng Ma, Fei Yang, Wen Gao and Baochang Zhang. The Application of Extended Geodesic Distance in Head Poses Estimation. International Conference Advances in Biometrics, pp. 192-198, January 2006. [PDF]

Fei Yang, Shiguang Shan, Bingpeng Ma, Xilin Chen and Wen Gao. Using Score Normalization to Solve the Score Variation Problem in Face Authentication. International Workshop on Biometric Recognition Systems, LNCS 3781, pp. 31-38, October 2005.

Zhiheng Niu, Shiguang Shan, Xilin Chen, Bingpeng Ma and Wen Gao. Enhance ASMs Based on AdaBoost-Based Salient Landmarks Localization and Confidence-Constraint Shape Modeling. International Workshop on Biometric Recognition Systems, LNCS 3781, pp. 9-14, October 2005.


Contact Information

E-mail : bpma at ucas dot ac dot cn, bingpeng.ma at vipl dot ict dot ac dot cn

Tel : +86 10 62600521

部门/实验室:计算机与控制学院