周杰 教授

清华大学信息科学技术学院 副院长
自动化系 主任

通信地址:北京清华大学自动化系  邮政编码:100084
联系电话:010-62772343  Fax: 010-62786911
Email:jzhou@tsinghua.edu.cn


教育背景

1986年9月至1990年6月 南开大学数学试点班学习,获理学士学位

1990年9月至1992年6月 南开大学数学系概率论与数理统计专业学习,获理学硕士学位

1992年9月至1995年9月 华中理工大学图象识别研究所模式识别与智能控制专业学习,获工学博士学位

工作履历

1995年11月至1997年10月 清华大学自动化系 博士后

1997年11月至1998年7月 清华大学自动化系 讲师

1998年8月至2003年11月 清华大学自动化系 副教授

2003年12月至今 清华大学自动化系 教授

2004年8月至今 清华大学自动化系 博士生导师

学术兼职

2016年12月至今 IAPR Fellow
2004年11月至今 IEEE Senior Member
2004年1月至今 国际刊物《Int. Journal of Robotics & Automation》 (SCI)编委
2006年5月至2014年12月 《自动化学报》编委
2016年12月至今《模式识别与人工智能》副主编
2013年12月至今 中国自动化学会教育工作委员会主任委员
2014年12月至今 中国人工智能学会模式识别专委会副主任委员
2014年4月至今 模式识别国家重点实验室学术委员会委员

研究领域

[1] 模式识别
指纹识别,掌纹识别,人脸识别,机器学习

[2] 计算机视觉
视觉监控,仿生双目视觉,医学图像处理,图像分析与检索

研究概况

[1] 模式识别与视觉监控),国家杰出青年科学基金项目,2013年1月至2016年12月

[2] 生物特征识别中的新方法及其应用 国家自然科学基金重大国际(地区)合作研究项目 2011年1月至2014年12月

奖励与荣誉

2012年获国家杰出青年科学基金

2012年获得宝钢优秀教师奖(清华大学共5人获奖)

2013年获得IBM Faculty Award

2013年获得《自动化学报》杰出奉献编委奖

指导的博士生陈芳林获2013年全国优秀博士论文提名奖

指导的博士生代季峰获2015年中国自动化学会优秀博士论文提名奖

指导的博士生胡瀚获2016年中国人工智能学会优秀博士论文

2011年获中国电子学会电子信息科学技术奖一等奖(排名第1)

2011年获高等学校科学研究优秀成果(自然科学类)二等奖(排名第1)

学术成果

主要论著
1. Hao Liu, Jiwen Lu, Jianjiang Feng, and Jie Zhou. Learning Deep Sharable and Structural Detectors for Face Alignment Group-Aware Deep Feature Learning for Facial Age Estimation. IEEE Trans. on Image Processing, to appear

2. Zhixiang Chen, Jiwen Lu, Jianjiang Feng, and Jie Zhou. Nonlinear Structural Hashing for Scalable Video Search. IEEE Transactions on Circuits and Systems for Video Technology, to appear

3. Zhixiang Chen, Jiwen Lu, Jianjiang Feng, and Jie Zhou. Nonlinear Discrete Hashing. IEEE Trans. on Multimedia, to appear

4. Venice Erin Liong, Jiwen Lu, Yap-Pen Tan, and Jie Zhou. Deep Coupled Metric Learning for Cross-modal Matching. IEEE Trans. on Multimedia, to appear

5. Hao Liu, Jiwen Lu, Jianjiang Feng, and Jie Zhou. Group-Aware Deep Feature Learning for Facial Age Estimation. Pattern Recognition, to appear

6. Xuanbin Si, Jianjiang Feng, Bo Yuan, and Jie Zhou. Dense Registration of Fingerprints. Pattern Recognition, to appear

7. Junlin Hu, Jiwen Lu, Yap-Pen Tan, and Jie Zhou. Deep Transfer Metric Learning. IEEE Trans. on Image Processing, vol.25(12), pp.5576-5588, 2016.

8. Renliang Wen, Jiwen Lu, Yap-Pen Tan, and Jie Zhou. Learning Cascaded Deep Auto-encoder Networks for Face Alignment. IEEE Trans. on Multimedia, vol.18(10), pp.2066-2078, 2016.

9. Kailin Ge, Han Hu, Jianjiang Feng, and Jie Zhou. Depth Estimation using a Sliding Camera. IEEE Trans. on Image Processing, vol.25(2), pp.726-739, 2016.

10. Zhenhua Guo, Xingzheng Wang, Jie Zhou, and Jane You. Robust Texture Image Representation by Scale Selective Local Binary Patterns (SSLBP). IEEE Trans. on Image Processing, vol.25(2), pp.687-699, 2016.

11. Yijing Su, Jianjiang Feng, and Jie Zhou. Fingerprint Indexing with Pose Constraint. Pattern Recognition,  DOI: 10.1016/j.patcog.2016.01.006

12. Xuanbin Si, Jianjiang Feng, and Jie Zhou, Yuxuan Luo. Detection and Rectification of Distorted Fingerprints. IEEE Trans. on Pattern Analysis and Machine Intelligence, vol.37(3), pp.555-568, 2015

13. Han Hu, Jianjiang Feng, and Jie Zhou. Exploiting Unsupervised and Supervised Constraints for Subspace Clustering. IEEE Trans. on Pattern Analysis and Machine Intelligence, vol.37(8), pp.1542-1557, 2015

14. Jiwen Lu, Venice Erin Liong, Xiuzhuang Zhou, and Jie Zhou. Learning Compact Binary Face Descriptor for Face Recognition. IEEE Trans. on Pattern Analysis and Machine Intelligence, vol.37(10), pp.2041-2056, 2015

15. Jiwen Lu, Venice Erin Liong, and Jie Zhou. Cost-Sensitive Local Binary Feature Learning for Facial Age Estimation. IEEE Trans. on Image Processing, Vol.24(12), pp.5356-5368, 2015

16. Peng Sun, Mark D. Reid, and Jie Zhou. “An Improved Multiclass LogitBoost Using Adaptive-One-vs-One".  Machine Learning, 2014  DOI: 10.1007/s10994-014-5434-3

17. Xiangyu Tang, and Jie Zhou. Dynamic Personalized Recommendation using Sparse Data. IEEE Trans. on Knowledge and Data Engineering, vol. 25, no. 12, pp. 2895–2899, 2013.

18. Fanglin Chen, Xiaolin Huang, and Jie Zhou. Hierarchical Minutiae Matching for Fingerprint and Palmprint Identification. IEEE Trans. on Image Processing, vol. 22, no. 11, pp. 4964–4971, 2013

19. Zhihao Zhang, and Jie Zhou. Multi-task clustering via domain adaptation. Pattern Recognition, Vol.45(1), pp.465-473, 2012

20. Heng Su, Liang Tang, Ying Wu, Daniel Tretter, and Jie Zhou. Spatially Adaptive Block-based Super-resolution. IEEE Trans. On Image Processing, Vol.21(3), pp.1031-1045, 2012

21. Heng Su, Ying Wu, and Jie Zhou. Super-resolution without Dense Flow. Accepted as regular paper by IEEE Trans. On Image Processing, Vol.21(4), pp.1782-1795, 2012

22. Jifeng Dai, and Jie Zhou. Multi-feature based high-resolution palmprint recognition. IEEE Trans. on Pattern Analysis and Machine Intelligence, Vol. 33(5), pp.945-957, 2011.

23. Fanglin Chen, Jianjiang Feng, Anil K. Jain, Jie Zhou, and Jin Zhang. Separating Overlapped Fingerprints. IEEE Trans. on Information Forensic and Security, Vol.6(2), pp.346-359, 2011

24. Jie Zhou, Han Hu and Dingrui Wan. Video stabilization and completion using two cameras. IEEE Transactions on Circuits and Systems for Video Technology, Vol.21(12), 2011, pp. 1879-1889.

25. Jie Zhou, Dingrui Wan and Ying Wu. Chameleon-like binocular vision system for visual surveillance. IEEE Signal Processing Magazine, Vol.27(5), pp.91-101, 2010.

26. Chunyu Yang, Yong Cao, Zaiqing Nie, Jie Zhou, and Jirong Wen. Closing the Loop in Webpage Understanding.  IEEE Trans. on Knowledge and Data Engineering, Vol.22(5), pp. 639-650, 2010

27. Zhihao Zhang, and Jie Zhou. Transfer estimation of evolving class priors in data stream classification.  Pattern Recognition, Vol.43(9), pp.3151-3161, 2010.

28. Jie Zhou, Fanglin Chen, and Jinwei Gu, A Novel Algorithm for Detecting Singular Points from Fingerprint Images,  IEEE Trans. on Pattern Analysis and Machine Intelligence, Vol. 31(7), pp.1239-1251, July, 2009.

29. Fanglin Chen, Jie Zhou, and Chunyu Yang, Reconstructing orientation field from fingerprint minutiae to improve minutiae matching accuracy, IEEE Trans. On Image Processing, Vol.18(7), pp. 1665-1670, July 2009.

30. Jie Zhou, Fanglin Chen, Nannan Wu, and Chenyu Wu. Crease Detection from Fingerprint Images and Its Applications in Elderly People. Pattern Recognition Vol.42(5), pp.896–906, May, 2009.

31. Xi Wang, Chunyu Yang, and Jie Zhou, Clustering Aggregation by Probability Accumulation, Pattern Recognition Vol.42(5), pp.668–675, May, 2009

32. Dingrui Wan and Jie Zhou. Multi-resolution and wide-scope depth estimation using a dual-PTZ-camera system. IEEE Trans. On Image Processing, Vol.18(3), pp.677-682, 2009

33. Lin Zhu, Jie Zhou, Jingyan Song, Tracking Multiple Objects Through Occlusion with Online Sampling and Position Estimation, Pattern Recognition  Vol.41(8), pp.2447–2460, Aug. 2008

34. Chunyu Yang and Jie Zhou. Non-stationary Data Sequence Classification Using Online Class Distribution Estimation. Pattern Recognition  Vol.41(8), pp.2656–2664, Aug. 2008

35. Dingrui Wan and Jie Zhou. Stereo vision using two PTZ cameras. Computer Vision and Image Understanding. Vol.112, pp.184–194, Nov. 2008

36. J. Zhou, D. Gao, and D. Zhang, “Robust Moving Vehicle Detection for Automatic Traffic Monitoring”, IEEE Trans. On Vehicular Technology, Vol.56(1), pp.51-59, Jan, 2007

37. Z. Fan, J. Zhou and Y. Wu, “Multibody Grouping by Inference of Multiple Subspaces from High-Dimensional Data Using Oriented-Frames”,  IEEE Trans. on Pattern Analysis and Machine Intelligence, Vol.28(1), pp.91-105, 2006.

38. D. Wan and J. Zhou, “Fingerprint Recognition Using Model-based Density Map”, IEEE Trans. On Image Processing, Vol.15(6), pp.1690-1696, 2006

39. J. Gu,  J. Zhou,  and Chunyu Yang, “Fingerprint Recognition by Combining Global Structure and Local Cues”, IEEE Trans. On Image Processing, Vol.15(7), pp. 1952-1964, 2006

40. C. Yang, and J. Zhou, “A comparative study of combining multiple enrolled samples for fingerprint verification”, Pattern Recognition, Vol.39(11), pp.2115-2130, 2006

41. J. Zhou, and J. Gu, “A Model-based Method for the Computation of Fingerprints' Orientation Field”, IEEE Trans. On Image Processing, Vol.13(6), June, 2004, pp.821-835

42. J. Zhou and J. Gu, “Modeling Orientation Field of Fingerprints with Rational Complex Functions”, Pattern Recognition, Vol.37(2), pp. 389-391, 2004

43. Kevin Lin, Jiwen Lu, Chu-song Chen, and Jie Zhou, Learning Compact Binary Descriptors with Unsupervised Deep Neural Networks, 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2016)

44. Lin Ma, Jiwen Lu, Jianjiang Feng, and Jie Zhou, Multiple Feature Fusion via Weighted Entropy for Visual Tracking, 2015 IEEE International Conference on Computer Vision (ICCV 2015)

45. Lin Ma, Xiaoqin Zhang, Weiming Hu, Junliang Xing, Jiwen Lu, and Jie Zhou, Local Subspace Collaborative Tracking, 2015 IEEE International Conference on Computer Vision (ICCV 2015)

46. Jiwen Lu, Venice Erin Liong, and Jie Zhou, Simultaneous Binary Feature Learning and Encoding for Face Recognition, 2015 IEEE International Conference on Computer Vision (ICCV 2015)

47. Jiwen Lu, Gang Wang, Weihong Deng, Pierre Moulin and Jie Zhou, Multi-Manifold Deep Metric Learning for Image Set Classification, 2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2015), pp.1137-1145

48. Venice Erin Liong, Jiwen Lu, Gang Wang, Pierre Moulin and Jie Zhou, Deep Hashing for Compact Binary Codes Learning, 2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2015) , pp.2475-2483

49. Han Hu, Zhouchen Lin, Jianjiang Feng, and Jie Zhou. Smooth Representation Clustering. CVPR 2014, pp.3834-3841 (Oral).

50. Peng Sun, Tong Zhang, and Jie Zhou. "A Convergence Rate Analysis for LogitBoost, MART and Their Variant", in Proceedings of the 31th International Conference on Machine Learning (ICML), 2014

51. Jifeng Dai, Yingnian Wu, Jie Zhou, Songchun Zhu. Cosegmentation and Cosketch by Unsupervised Learning. in ICCV 2013.

52. Peng Sun, and Jie Zhou. "Saving Evaluation Time for the Decision Function in Boosting: Representation and Reordering Base Learner", in Proceedings of the 30th International Conference on Machine Learning (ICML), Atlanta, USA, 2013

53. Peng Sun, Mark Reid, and Jie Zhou. "AOSO-LogitBoost: Adaptive One-Vs-One LogitBoost for Multi-Class Problem", in Proceedings of the 29th International Conference on Machine Learning, pp. 1087-1094, Edinburgh, Scotland, 2012

54. Han Hu and Jie Zhou. Trajectory Matching from unsynchronized videos. IEEE Computer Vision and Pattern Recognition (CVPR), San Francisco, USA, June 2010.

55. Quanquan Gu, Jie Zhou, Local Learning Regularized Nonnegative Matrix Factorization, The 21st International Joint Conference on Artificial Intelligence (IJCAI), Pasadena, California, USA,  2009, pp.1046-1051.

56. Z. Fan, J. Zhou and Y. Wu, “Multibody Motion Segmentation Based on Simulated Annealing”, Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, vol. 1, pp. 776-781, USA, June 2004.

57. Z. Fan, J. Zhou and Y. Wu, “Inference of Multiple Subspaces from High -Dimensional Data and Application to Multibody Grouping”, Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, vol. 2, pp. 661-666, USA, June 2004.

58. J. Gu and J. Zhou, “A Novel Model for Orientation Field of Fingertips”, Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, USA, June 2003, vol 2, pp. 493-498.

59. C. Wu, J. Zhou, Z. Bian and G. Rong, “Detecting Creases in the Fingerprint”, Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, USA, June 2003, vol 2, pp. 505-510.

60. J. Zhou, etal, “Automatic Cartridge Identification for Firearm authentication”, Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Vol.1, USA, Dec 2001, pp749-754

61. X. Lv, J. Zhou, and C. Zhang.“A Novel Algorithm for Rotated Human Face Detection”, Proceedings of IEEE International Symposium of Computer Vision and Pattern Recognition, Vol.1, USA, June 2000, pp760-765
 

开设课程
数值分析, 本科生

系统与控制理论中的线性代数, 研究生