Yonghong Tian

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Yonghong Tian, Ph.D., is currently a professor at the National Engineering Laboratory for Video Technology (NELVT), School of Electronics Engineering and Computer Science, Peking University, China.
YHTian-SketchDr. Tian received the Ph.D. degree from the Institute of Computing Technology, Chinese Academy of Sciences, China, in 2005, and was also a visiting scientist at Department of Computer Science/Engineering, University of Minnesota from Nov. 2009 to Jul. 2010. He is also serving as the Deputy Director General, Division of Electronic Information and Equipment Manufacturing, Beijing Municipal Science and Technology Commission.

His research interests include machine learning, computer vision, surveillance video analysis and coding, and multimedia big data. He is the author or coauthor of over 110 technical articles in refereed journals and Confs. Dr. Tian is currently an Associate Editor of IEEE TRANSACTIONS ON MULTIMEDIA, and a Young Associate Editor of FRONTIERS OF COMPUTER SCIENCE, a member of the IEEE TCMC-TCSEM Joint Executive Committee in Asia (JECA). He has served as TPC member or OC member on several well-known conferences such as ACM KDD, ACM MM, IEEE ISCAS, IEEE MMSP, and will serve as the program co-chairs of IEEE ICME 2015 and IEEE BigMM 2015. He was the recipient of the Second Prize of National Science and Technology Progress Awards in 2010; the best performer in the TRECVID content-based copy detection (CCD) task (2010-2011); the top performer in the TRECVID retrospective surveillance event detection (SED) task (2009-2012); the winner of the WikipediaMM task in ImageCLEF 2008. He is a senior member of IEEE, a member of ACM, a member of CCF.

 

RESEARCH INTERESTS

  • Machine learning, including multi-kernel learning, statistical relational learning, multi-task rank learning, and deep learning with unstructured data.
  • Computer vision, including visual saliency computation, visual object segmentation, visual concept recognition, object detection and tracking.
  • Surveillance video analysis and coding, including object attribute learning, people re-identification, surveillance video coding/transcoding, feature coding, and their applications in real-world systems and int’l/nat’l standards.
  • Multimedia big data including social multimedia computing, video copy detection, large-scale video analysis and retrieval, big data system for smart cities.

 

EDUCATION

  • Institute of Computing Technology, Chinese Academy of Sciences, China

Ph. D, Computer Application Technology

Supervisor: Prof. Wen Gao

Honor: 2003 Ph.D. research award, Thesis summary published in AI Communication

Dissertation: Context-based Statistical Relational Learning 2000.9-2005.7

  • University of Electronic Science and Technology, China

Master of Engineering, Computer Software and Theory 1997.9-2000.6

 

 

PROFESSIONAL EXPERIENCE

  • 2009.11-2010.7: Department of Computer Science/Engineering, University of Minnesota, Visiting Scientist
  • 2007.8-Present: Institute of Digital Media, School of EE & CS, Peking University, PI and Team Leader of Multimedia Learning & Security Group
  • 2007.8-2013.7: Associate Professor
  • 2013.8- : Professor, Ph.D Supervisor
  • Projects Involved (as PI): Multi-camera Cooperative Moving Object Detection, Tracking and Anomalous Behavior Analysis in Surveillance Video (Grant from NSFC, 2011-2014); Learning-based Video Attention & Interestingness Computational Methodology for Interactive Video Technology (Grant from NSFC, 2010-2012); Theory and Methodologies of the Correlation Analysis on Salient Moving Objects in the Multi-view Surveillance Video (Grant from M.O.E of China, 2010-2012); Robust Statistical Relational Models and Relational Kernel Methods for Complex Link Data and Relational Data (Grant from NSFC, 2007-2009); Video Retrieval Technology and Content Management System for IPTV (Grant from China 863 Hi-Tech Program, 2007-2008); Cross-media Retrieval Technology and Product Development (Grant from China 863 Hi-Tech Program, 2007-2010); Content Analysis and Enrichment Technology for IPTV Interactive Video Services (Grant from Huawei Company, 2008-2009).
  • Teaching: C/C++ Programming Practice (Lecturer, Spring, for Undergraduates), Fundamentals of Digital Media Technology (One of Lecturers, 2008-2013 Spring, for Under-graduates), Video Coding and Understanding (One of Lecturers, Spring, For Graduates).
  • Supervised Students: 8 Ph.D. candidates, 14 Master candidates.
  • 2005.7-2007.8: Digital Media Center, Institute of Computing Technology, Chinese Academy of Sciences Lecturer, PI and Team Leader of Digital Library Group
  • Projects Involved (as co-PI): Knowledge Mining and Organization for China-US Million Book Digital Library (Grant from M.O.E of China and NSF, 2004-2006); Intelligent Web Mining and Retrieval for Subject-Specific Topics (Grant from CAS, 2004-2005); Education Resource Management Technology and System (Grant from Chinese Tenth “Five-year” Plan, 2003-2005).
  • Supervised Students: 5 Ph.D. candidate, 8 Master candidates.
AWARDS
  • The Second-Class Award for National Science and Technology Progress, awarded by China Government, in 2010.
  • The First-Class Award for Science and Technology Progress, awarded by Ministry of Education, China, in 2009.
  • The Top Performer of TRECVID Event Detection Contest, 2009-2012.
  • The Best Performer of TRECVID Content-based Copy Detection Contest, 2010-2011.
  • The Best Performer of IEEE International Workshop on Performance Evaluation of Tracking and Surveillance (PETS), 2012.
  • First Place for WikipediaMM task at ImageCLEF 2008.
  • Third Runner-up for “Who Rated What” task at KDD Cup 2007.
  • Excellent Technical Staff Award at Beijing 2008 Games, 2008.
  • Founder Teacher Scholarship at Peking University, 2011.
PROFESSIONAL ACTIVITIES
  • Senior Member of IEEE; Member of ACM; Member of CCF.
  • Deputy Director General, Division of Electronic Information and Equipment Manufacturing, Beijing Municipal Science and Technology Commission (2014.8-);
  • Information System Specialist, Beijing Organizing Committee for the Games of the XXIX Olympiad (2006.2-2008.10);
  • Associate Editor of IEEE Transactions on Multimedia (2014.8-)
  • Young Associate Editor of Frontier of Computer Science (2013-); Guest Editor of Journal of Multimedia, 2012
  • TPC Co-chairs of IEEE ICME 2015 and IEEE BigMM 2015
  • Area Chair of IEEE BigDataService 2015
  • TPC Member of KDD 2010-2014;TPC Member of IEEE ICASSP 2013-2015; TPC Member of Workshop on Data Mining for Healthcare Management – PAKDD2010-2013; Web Chair of ACM Multimedia 2009; etc.
  • Reviewer for Mathematic Review, IEEE Trans. IP, IEEE Trans. Multimedia, IEEE Trans. CSVT,IEEE Computer, IEEE Intelligent System, Chinese Journal of Computer, Chinese Journal of Software, Chinese Science Journal, etc.
  • International Reviewer of ARC, Australia, Reviewer of NSFC.
PUBLICATIONS
  • Journal papers

  1. Yonghong Tian, Mengren Qian, Tiejun Huang, TASC: A Transformation-Aware Soft Cascading Approach for Multimodal Video Copy Detection, ACM Transactions on Information Systems, Accepted, 21 Oct 2014.
  2. Peixi Peng, Yonghong Tian*, Yaowei Wang, Jia Li, Tiejun Huang, Robust Multiple Cameras Pedestrian Detection with Multi-view Bayesian Network, Pattern Recognition, 48(5), May 2015, Pages 1760–1772.
  3. Yonghong Tian, Jia Li, Shui Yu, Tiejun Huang, Learning Complementary Saliency Priors for Foreground Object Segmentation in Complex Scenes, Int’l Journal of Computer Vision, 111(2), Jan 2015, 153-170. 10.1007/s11263-014-0737-1
  4. Wen Gao, Yonghong Tian*, Tiejun Huang, Siwei Ma, Xianguo Zhang, IEEE 1857 Standard Empowering Smart Video Surveillance Systems, IEEE Intelligent Systems, 29(5), Sep.-Oct. 2014, 30-39. DOI: 1109/MIS.2013.101.
  5. Xianguo Zhang, Yonghong Tian*, Tiejun Huang, Siwei Dong, Wen Gao, Optimizing the Hierarchical Prediction and Coding in HEVC for Surveillance and Conference Videos with Background Modeling, IEEE Transactions on Image Processing, 23(10), Oct. 2014. 4511-4526. DOI: 1109/TIP.2014.2352036
  6. Shui Yu, Yonghong Tian*, Song Guo, Dapeng Oliver Wu, Can We Beat DDoS Attacks in Clouds? IEEE Transactions on Parallel and Distributed Systems, 25(9), Sep. 2013, 2245-2254. DOI: 10.1109/TPDS.2013.181.
  7. Xianguo Zhang, Tiejun Huang*, Yonghong Tian*, Wen Gao, Background-Modeling Based Adaptive Prediction for Surveillance Video Coding, IEEE Transactions on Image Processing, 23(2), Feb 2014, 769-784. DOI: 1109/TIP.2013.2294549.
  8. Jia Li, Yonghong Tian*, Tiejun Huang. Visual Saliency with Statistical Priors, Int’l Journal of Computer Vision, Volume 107, Issue 3, May 2014, pp. 239-253. DOI: 10.1007/s11263-013-0678-0.
  9. Tiejun Huang, Siwei Dong, Yonghong Tian*, Representing Visual Objects in HEVC Coding Loop, IEEE Journal on Emerging and Selected Topics in Circuits and Systems, Volume 4, Issue 1, March 2014, 5-16. DOI: 10.1109/JETCAS.2014.2298274.
  10. Yonghong Tian, Shui Yu, Chin-Yung Lin, Wen Gao, Wanlei Zhou, Special Issue on Social Multimedia Computing: Challenges, Techniques, and Applications: Guest Editorial, Journal of Multimedia, 9(1), 2014, 1-3.
  11. Luntian Mou, Tiejun Huang, Yonghong Tian, Menglin Jiang, Wen Gao, Content-Based Copy Detection through Multimodal Feature Representation and Temporal Pyramid Matching, ACM Trans. Multimedia Comput. Commun. Appl., 10(1), Article 5 (December 2013), 20
  12. Yonghong Tian, Yaowei Wang, Zhipeng Hu, Tiejun Huang, Selective Eigenbackground for Background Modeling and Subtraction in Crowded Scenes, IEEE Transactions on Circuits and Systems for Video Technology. 23(11), 2013, 1849-1864.
  13. Yonghong Tian, Tiejun Huang, Menglin Jiang, and Wen Gao, Video Copy Detection and Localization with a Scalable Cascading Framework, IEEE Multimedia, 20(3), Sep. 2013, 72-86.
  14. Xianguo Zhang, Tiejun Huang*, Yonghong Tian*, Mingchao Geng, Siwei Ma, Wen Gao, Fast and Efficient Transcoding Based on Low-complexity Background Modeling and Adaptive Block Classification, IEEE Transactions on Multimedia, 15(8), Dec 2013, 1769-1785.
  15. Jia Li, Yonghong Tian*, Lingyu Duan and Tiejun Huang, Estimating Visual Saliency through Single Image Optimization, IEEE Signal Processing Letters, 20(9), Sep 2013, 845-848.
  16. Tiejun Huang, Yonghong Tian*, Wen Gao, IEEE 1857: Boosting Video Applications in CPSS, IEEE Intelligent Systems, 28(5), 24-27, Sept.-Oct. 2013.
  17. Teng Xu, Tiejun Huang,Yonghong Tian, Survey on Pedestrian Detection Technology for On-board Vision Systems, Journal of Image and Graphics, 18(4), 2013, 359-367. [In Chinese]
  18. Jingjing Yang, Yonghong Tian*, Lingyu Duan, Tiejun Huang, Wen Gao. Group-Sensitive Multiple Kernel Learning for Object Recognition, IEEE Transactions on Image Processing, 21(5), May 2012, 2838-2852.
  19. Zhongfei Zhang, Zhengyou Zhang, Ramesh Jain, Yueting Zhuang, Noshir CONTRACTOR, Alexander G. HAUPTMANN, Alejandro (Alex) JAIMES, Wanqing LI, Alexander C. LOUI, Tao MEI, Nicu SEBE, Yonghong Tian, Vincent S. TSENG, Qing WANG, Changsheng XU, Huimin YU, Shiwen YU, Societally connected multimedia across cultures, Journal of Zhejiang University SCIENCE C, 13(12), 2012, 875-880.(WOS:000312185500001)
  20. Yonghong Tian, Tiejun Huang, Wen Gao, Multimodal Video Copy Detection using Multi-Detectors Fusion, IEEE COMSOC MMTC E-Letter, 7(5), September 2012, 3-6.
  21. CHEN Ming-Li, ZHANG Chang-Xin, YANG Shao-Juan, MAO Li-Hua, TIAN Yong-Hong, HUANG Tie-Jun, WU Xi-Hong, GAO Wen, LI Liang, Stereopsis-Based Binocular Unmasking, Advances in Psychological Science, 20(9), 2012, 1355-1363. [In Chinese]
  22. Jia Li, Yonghong Tian*, Tiejun Huang, Wen Gao. Multi-Task Rank Learning for Visual Saliency in Video. IEEE Transactions on Circuits and Systems for Video Technology, 21(5), May 2011, 623-636.
  23. Tiejun Huang, Yonghong Tian*, Jia Li, Haonan Yu. Salient region detection and segmentation for general object recognition and image understanding, Science in China Information Series, 54(12), Dec. 2011, 2461-2470.
  24. Yonghong Tian, Jaideep Srivastava, Tiejun Huang, and Noshir Contractor. Social Multimedia Computing. Computer, 43(8), Aug. 2010, 27-36. (WOS:000280949000008)(Cover Feature)
  25. Wen Gao, Yonghong Tian*, Tiejun Huang, Qiang. Vlogging: A Survey of Video Blogging Technology on the Web. ACM Computing Surveys, 42(4), Jun. 2010, article 15, 57 pages.
  26. Jia Li, Yonghong Tian*, Tiejun Huang and Wen Gao. Probabilistic Multi-Task Learning for Visual Saliency Estimation in Video. Int’l Journal of Computer Vision, 90(2), Aug. 2010, 150-165.
  27. Tiejun Huang, Yonghong Tian*, Wen Gao, Jian Lu. Mediaprinting: Identifying Multimedia Content for Digital Rights Management. Computer, 43(12), Dec. 2010, 28-35.
  28. Yuanning Li, Yonghong Tian*, Lingyu Duan, Jingjing Yang, Tiejun Huang, Wen Gao. Sequence Multi-Labeling: A Unified Video Annotation Scheme with Spatial and Temporal Context. IEEE Transactions on Multimedia, 12(8), Dec. 2010, 814-828.
  29. Jia Li, Yonghong Tian*, Tiejun Huang, Wen Gao. Cost-Sensitive Rank Learning from Positive and Unlabeled Data for Visual Saliency Estimation. IEEE Signal Processing Letters, 17(6), Jun. 2010, 591-594.
  30. Jingjing Yang, Yuanning Li, Yonghong Tian*, Lingyu Duan, Wen Gao. Per-Sample Multiple Kernel Approach for Visual Concept Learning. EURASIP Journal on Image and Video Processing, Vol 2010, Article ID 461450, 13 pages.
  31. Jia Li, Haonan Yu, Yonghong Tian*, Tiejun Huang. Salient Object Extraction for User-Targeted Video Content Association. Journal of Zhejiang University SCIENCE C, 11(11), Nov. 2010, 850-859.
  32. Yali Cao Tiejun Huang, Yonghong Tian. A ranking SVM based results fusion model for cross-media meta-search engine. Journal of Zhejiang University SCIENCE C, 11(11), Nov. 2010, 903-910.
  33. Yaowei Wang, Limin Su, Yonghong Tian. KernelRank: Exploiting Semantic Linkage Kernels for Relevant Pages Finding. Chinese Journal of Electronics, 18(3), 2009, 405-410.
  34. Yonghong Tian, Qiang Yang, Tiejun Huang, Charles X. Ling and Wen Gao, Learning contextual dependency network models for link-based classification. IEEE Transactions on Knowledge and Data Engineering, 18(11), Nov 2006, 1482-1496.
  35. Yonghong Tian, Tiejun Huang, Wen Gao. Latent Linkage Semantic Kernels for Collective Classification of Link Data. Journal of Intelligent Information Systems, 26(3), May 2006, 269-301.
  36. Yonghong Tian. Context-Based Statistical Relational Learning. AI Communications, 19(3), Sep. 2006, 291-293.
  37. Yonghong Tian, Tiejun Huang, Wen Gao. Exploiting multi-context analysis in semantic image classification. Journal of Zhejiang University SCIENCE, 6A (11), Nov. 2005, 1268-1283.
  38. Tiejun Huang, Yonghong Tian, Chunli Wang, Xiaoddong Shi, Wen Gao. Towards a multilingual, multimedia and multimodal digital library platform. Journal of Zhejiang University SCIENCE, 6A (11), 2005, 1180-1184.
  39. Yonghong Tian, Tiejun Huang, Wen Gao. Two-phase Web site classification based on Hidden Markov Tree models. Int’l Journal: Web Intelligence and Agent System, 4(2), 2004, 249-264.
  40. Yonghong Tian, Tiejun Huang, Wen Gao. A Web Site Representation and Mining Algorithm Using the Multiscale Tree Model. Journal of Software,15(9), Sep 2004.(EI2004488687452) [In Chinese]
  41. Yonghong Tian, Tiejun Huang, Wen Gao. The Influence Model of Online Social Interactions and its Learning Algorithms. Chinese Journal of Computers, 28(7), Jul 2003.
  42. Yue Wu, Yonghong Tian, WanLei Zhou. The Development of a Mobile Decision Support System. Journal of Interconnection Network, Special Issue on Network-based Parallel Computing, 2(3), Sep. 2001, 379-390.

 

  • Book chapters

  1. Shui Yu, Simon James, Yonghong Tian and Wanchun Dou, Reliable Aggregation on Network Traffic for Web Based Knowledge Discovery, Book Chapter in Reliable Knowledge Discovery, Springer, 149-159, 2012.
  2. Wen Gao, Yonghong Tian, Lingyu Duan, Jia Li, and Yuanning Li, Video Scene Analysis: A Machine Learning Perspective, Book Chapter in Video Segmentation and Its Applications, , Springer, 87-116, 2011.
  3. Yonghong Tian, Shuqiang Jiang, Tiejun Huang, Wen Gao. Semantic Image Classification and Annotation. Book Chapter in Semantic Mining Technologies for Multimedia Databases (Edited by Tao, Xu, and Li), IGI Global, 2009, 384-412.
  4. Shuqiang Jiang, Yonghong Tian, Qingming Huang, Tiejun Huang, Wen Gao. Content-Based Video Semantic Analysis. Book Chapter in Semantic Mining Technologies for Multimedia Databases (Edited by Tao, Xu, and Li), IGI Global, 2009, 234-258.

 

  • Conference papers:

  1. Lan Wei, Yonghong Tian*, Yaowei Wang, Tiejun Huang, Swiss-System based Cascade Ranking for Gait-based Person Re-identification, Proc. AAAI 2015, Jan 26, 2015.
  2. Zhengying Chen, Tingting Jiang, Yonghong Tian*, Quality Assessment for Comparing Image Enhancement Algorithms, Proc. IEEE Conf. Computer Vision and Pattern Recognition, 3003-3010, 2014.
  3. Lan Wei, Yonghong Tian*, Yaowei Wang, Tiejun Huang, Multi-view Gait Recognition with Incomplete Training Data, Proc. 2014 IEEE Int’l Conf. Multimedia and Expo, Chengdu, China, 2014.
  4. Long Zhao, Yonghong Tian*, Tiejun Huang, Background-Foreground Division based Search for Motion Estimation in Surveillance Video Coding, Proc. 2014 IEEE Int’l Conf. Multimedia and Expo, Chengdu, China, 2014.
  5. Mengren Qian, Luntian Mou, Jia Li, and Yonghong Tian*. Video Picture-in-Picture Detection using Spatio-Temporal Slicing. Proc. ICME’2014 Workshop on Emerg. Multimedia Sys. and Appl., Chengdu, China, 2014.
  6. Peiyin Xing, Yonghong Tian*, Tiejun Huang, Wen Gao, Surveillance Video Coding with Quadtree Partition Based ROI Extraction, Proc. 30th Picture Coding Symposium, Dec 8-11, 2013, San Jose, California, 1-4.
  7. Peiyin Xing, Yonghong Tian*, Xianguo Zhang, Yaowei Wang, Tiejun Huang, A Coding Unit Classification Based AVC-to-HEVC Transcoding with Background Modeling for Surveillance Videos, Proc. 2013 IEEE Int’l Conf. Visual Communication and Image Processing, Kuching, Malaysia, Nov 2013.
  8. Jiaqiu Chen, Yaowei Wang, Yonghong Tian, Tiejun Huang, Wavelet Based Smoke Detection Method with RGB Constrast-Image and Shape Constraint, Proc. 2013 IEEE Int’l Conf. Visual Communication and Image Processing, Kuching, Malaysia, Nov 2013.
  9. Haocheng Wen, Yonghong Tian*, Tiejun Huang, Wen Gao, Single Underwater Image Enhancement with an Improved Optical Model, Proc. IEEE Int’l Symposium on Circuits and Systems (ISCAS), 2013, 753-756.
  10. Chaoran Gu, Luantian Mou, Yonghong Tian*, Tiejun Huang, MPLBoost-based Mixture Model for Effective Human Detection with Deformable Part Model, Proc. 2013 IEEE Int’l Conf. Multimedia and Expo, San Jose, CA, USA, 2013, 1-6.
  11. Xiaoyu Fang, Yonghong Tian*, Yaowei Wang, Chi Su, Teng Xu, Ziwei Xia, Peixi Peng, Wen Gao, Pair-wise Event Detection using Cubic Features and Sequence Discriminant Learning, Proc. 2013 IEEE Int’l Conf. Multimedia and Expo, San Jose, CA, USA, 2013, 1-6.
  12. Long Zhao, Xianguo Zhang, Yonghong Tian, Ronggang Wang, Tiejun Huang, A Background Proportion Adaptive Lagrange Multiple Selection Method for Surveillance Video on High Efficient Video Coding (HEVC), Proc. 2013 IEEE Int’l Conf. Multimedia and Expo, San Jose, CA, USA, 2013, 1-6.
  13. Xiaoyu Fang, Ziwei Xia, Chi Su, Teng Xu, Yonghong Tian*, Yaowei Wang, Tiejun Huang, A System based on Sequence Learning for Event Detection in Surveillance Video, Proc. 2013 IEEE Int’l Conf. Image Processing, Melbourne, Australia, 2013, 3587-3591.
  14. Xianguo Zhang, Tiejun Huang, Yonghong Tian, Wen Gao, Overview of the IEEE 1857 Surveillance Groups, Proc. 2013 IEEE Int’l Conf. Image Processing, Melbourne, Australia, 2013, 1505-1509.
  15. Xianguo Zhang, Tiejun Huang, Yonghong Tian, Wen Gao, Hierarchical-and-Adaptive Bit-allocation with Selective Background Prediction for High Efficiency Video Coding (HEVC), Proc. 2013 Data Compression Conference, 535.
  16. Lingxi Lu, Yonghong Tian, Tiejun Huang, Xihong Wu, Wen Gao, Liang Li, Imagery of a Face Enhances Event-Related Potentials to Ambiguous Visual Stimuli, Proc. Association for Research in Vision and Ophthalmology (ARVO) Annual Meeting, May 2013
  17. Peixi Peng, Yonghong Tian*, Yaowei Wang, Tiejun Huang, Multi-camera Pedestrian Detection with a Multi-view Bayesian Network Model, Proc. 2012 British Machine Vision Conf., paper 69, pp. 1-12, Guildford, UK, 2012.
  18. Teng Xu, Peixi Peng, Xiaoyu Fang, Chi Su, Yaowei Wang*, Yonghong Tian*, Wei Zeng, Tiejun Huang, Single and Multiple View Detection, Tracking and Video Analysis in Crowded Environments, Proc. 2012 IEEE Ninth Int’l Conf. Advanced Video and Signal-Based Surveillance, pp. 494-499, Beijing, China, Sep 2012.(EI20124515644337)
  19. Wei Chen, Xianguo Zhang, Yonghong Tian, Tiejun Huang, An Efficient Surveillance Coding Method Based on a Timely and Bit-saving Background Updating Model, Proc. 2012 IEEE Int’l Conf. Visual Communication and Image Processing, San Jose, Nov 2012.
  20. Xianguo Zhang, Yonghong Tian, Tiejun Huang, Wen Gao, Low-complexity and High-efficiency Background Modeling for Surveillance Video Coding, Proc. 2012 IEEE Int’l Conf. Visual Communication and Image Processing, San Jose, Nov 2012, 1-6.
  21. Ziwei Xia, Xiaoyu Fang, Yaowei Wang, Wei Zeng, Hongming Zhang, Yonghong Tian*, PKU-NEC @ TRECVid 2012 SED: Uneven-Sequence Based Event Detection in Surveillance Video, Online Proc. TRECvid Workshop, Nov. 2012.
  22. Lan Wei, Yonghong Tian*, Yaowei Wang, Touradj Ebrahimi, Tiejun Huang, Automatic Webcam-based Human Heart Rate Measurements Using Laplacian Eigenmap, Proc. 11th Asian Conf. Computer Vision, Daejeon, Korean, Nov, 2012, 281-292.
  23. Shumin Han, Xianguo Zhang, Yonghong Tian, Tiejun Huang, An Efficient Background Reconstruction Based Coding Method for Surveillance Videos Captured By Moving Camera, Proc. 2012 IEEE Ninth Int’l Conf. Advanced Video and Signal-Based Surveillance, Beijing, China, Sep 18 2012, 160-165.(EI20124515644282)
  24. Mingchao Geng, Xianguo Zhang, Yonghong Tian*, Luhong Liang, Tiejun Huang, A Fast and Performance-Maintained Transcoding Method Based on Background Modeling for Surveillance Video, Proc. 2012 IEEE Int’l Conf. Multimedia and Expo, pp. 61-67, Melbourne, Australia, Jul 2012.(EI20124515636441)
  25. Xianguo Zhang, Yonghong Tian*, Luhong Liang, Tiejun Huang, Wen Gao, Macro-Block-Level Selective Background Difference Coding for Surveillance  Video, Proc. 2012 IEEE Int’l Conf. Multimedia and Expo, pp. 1067-1072, Melbourne, Australia, Jul 2012.(EI20124515636611)
  26. Menglin Jiang, Yonghong Tian*, Tiejun Huang, Video Copy Detection Using a Soft Cascade of Multimodal Features, Proc. 2012 IEEE Int’l Conf. Multimedia and Expo, Melbourne, Australia, 374-379, 2012.(EI20124515636492)
  27. Luntian Mou, Xilin Chen, Yonghong Tian, Tiejun Huang. Robust and Disrimnative Image Authentication Based on Standard Model Feature, Proc. 2012 IEEE Int’l Symposium on Circuit & System, Seoul, Korea, 1131-1134, 2012.
  28. Yonghong Tian, Menglin Jiang, Luntian Mou, Xiaoyu Fang, Tiejun Huang. A Multimodal Video Copy Detection Approach with Sequential Pyramid Matching, Proc. IEEE Int’l Conf. Image Processing (ICIP 2011), Brussels, Belgium, Sep. 2011, 3690-3693. (EI20120514730536)
  29. Yonghong Tian, Tiejun Huang, Wen Gao. iULib: where UDL and Wikipedia could meet? Proc. SPIE, Imaging and Printing in a Web 2.0 World II. Vol. 7879, 2011,78790G-78790G-9.(EI20111313873048)
  30. Zhipeng Hu, Yaowei Wang, Yonghong Tian, Tiejun Huang. Selective Eigenbackgrounds Method For Background Subtraction In Crowded Scenes, Proc. IEEE Int’l Conf. Image Processing (ICIP 2011), Brussels, Belgium, Sep. 2011, 3338-3341. (EI20120514730426)
  31. Amogh Mahapatra, Xin Wan, Yonghong Tian, and Jaideep Srivastava. Augmenting Image Processing with Social Tag Mining for Landmark Recognition. Proc. 17th Int’l Multimedia Modeling Conf., MMM 2011, Jan 5-6, 2011, Taiwan, China, 273-283.(EI20110413622029)
  32. Luntian Mou, Tiejun Huang, Yonghong Tian, Shiguo Lian, Xilin Chen. Robust and Discriminative Image Authentication Based on Sparse Coding. Proc. 7th IEEE Int’l Workshop Digital Rights Management Impact on Consumer Communications in conjunction with 2011 IEEE Consumer Communications and Networking Conf., Las Vegas, NV, USA, 2011, 323-326.(EI20112314031524)
  33. Menglin Jiang, Shu Fang, Yonghong Tian*, Tiejun Huang, Wen Gao. PKU-IDM @ TRECVID 2011 CBCD: Content-Based Copy Detection with Cascade of Multimodal Features and Temporal Pyramid Matching. Online Proc. 2011 TRECVID Workshop, Gaithersburg, MD, USA, Dec 5-8, 2011.
  34. Xiaoyu Fang, Hongming Zhang, Chi Su, Teng Xu, Feng Wang, Shaopeng Tang, Ziwei Xia, Peixi Peng, Guoyi Liu, Yaowei Wang, Wei Zeng, Yonghong Tian*. PKU-NEC @ TRECVID 2011 SED: Sequence-Based Event Detection in Surveillance Video. Online Proc. 2011 TRECVID Workshop, Gaithersburg, MD, USA, Dec 5-8, 2011.
  35. Yuanning Li, Yonghong Tian, Wen Gao. Video Retargeting with Multi-scale Trajectory Optimization. Proc. 11th ACM SIGMM Int’l Conf. Multimedia Information Retrieval, Philadelphia, Pennsylvania, USA, 2010, 45-54.(EI20102012941174)
  36. Haonan Yu, Jia Li, Yonghong Tian, Tiejun Huang. Automatic interesting object extraction from images using complementary saliency maps. Proc. ACM Multimedia 2010, 891-894. (EI20110213569787)
  37. Guochen Jia, Yonghong Tian, Yaowei Wang, Tiejun Huang, Min Wang. Dynamic multi-cue tracking with detection responses association. Proc. ACM Multimedia 2010, 1171-1174. (EI20110213569857)
  38. Min Wang, Jia Li, Tiejun Huang, Yonghong Tian, Lingyu Duan, Guochen Jia. Saliency detection based on 2D log-gabor wavelets and center bias. Proc. ACM Multimedia 2010, 979-982. (EI20110213569809)
  39. Kaihua Jiang, Zhipeng Hu, Zhongwei Chen, Guochen Jia, Ten Xu, Qiong Hu, Guangcheng Zhang, Yaowei Wang, Lei Qin, Yonghong Tian*, Xihong Wu, Wen Gao. PKU@TRECVID2010: Pair-Wise Event Detection in Surveillance Video. Online Proc. TRECVID 2010 Workshop, Gaithesburg, MD, 2010.
  40. Yuanning Li, Luntian Mou, Chi Su, Xiaoyu Fang, Mengren Qian, Menglin Jiang, Yaowei Wang, Yonghong Tian*, Tiejun Huang, Wen Gao. PKU@TRECVID2010: Copy Detection with Visual-Audio Feature Fusion and Sequential Pyramid Matching. Online Proc. TRECVID 2010 Workshop, Gaithesburg, MD, 2010.
  41. Jingjing Yang, Yuanning Li, Yonghong Tian, Ningyu Duan, Wen Gao. Group-Sensitive Multiple Kernel Learning for Object Categorization. Proc. 12th IEEE Int’l Conf. Computer Vision, Kyoto, Japan, 2009, 436 – 443. (EI20102312998138)
  42. Yaowei Wang, Yonghong Tian, Lingyu Duan, Zhipeng Hu, and Guochen Jia. ESUR: A system for Events detection in SURveillance video. Proc. 17th IEEE Int’l Conf. Image Processing, Hongkong, China, 2009, 2317-2320.(EI20110213575315)
  43. Jingjing Yang, Yuanning Li, Yonghong Tian, Ningyu Duan, Wen Gao. Multiple Kernel Active Learning for Image Classification. Proc. IEEE Int’l Conf. Multimedia and Expo, Hilton Cancun, Cancun, Mexico, 2009, 550-553.(EI20094712492019)
  44. Jia Li, Yonghong Tian, Tiejun Huang, Wen Gao. A Dataset and Evaluation Methodology for Visual Saliency in Video. Proc. IEEE Int’l Conf. Multimedia and Expo, Hilton Cancun, Cancun, Mexico, 2009, 442-445.(EI20094712491994)
  45. Jingjing Yang, Yuanning Li, Yonghong Tian, Lingyu Duan, Wen Gao. A New Multiple Kernel Approach for Visual Concept Learning, Proc. 15th Int’l Multimedia Modeling Conf., MMM 2009, LNCS 5371, Sophia-Antipolis, France, 2009, 250-262.(EI20090611898947)
  46. Rong Yang, Yonghong Tian, Tiejun Huang. DCT-Based Videoprinting on Saliency-Consistent Regions for Detecting Video Copies with Text Insertion. Proc. 10th Pacific Rim Conf. Multimedia, LNCS 5876, 2009, 797-806.(EI20100712707498)
  47. Zhi Zhou, Yonghong Tian, Yuanning Li, Tiejun Huang, Wen Gao. Large-Scale Cross-Media Retrieval of WikipediaMM Images with Textual and Visual Query Expansion. Evaluating Systems for Multilingual and Multimodal Information Access – Revised Selected Papers of 9th Workshop of the Cross-Language Evaluation Forum, CLEF 2008, LNCS 5706, 2009, 763-770.(EI20094912525154)
  48. Zhipeng Hu, Guangnan Ye, Guochen Jia, Xibin Chen, Qiong Hu, Kaihua Jiang, Yaowei Wang, Lei Qing, Yonghong Tian, Xihong Wu, Wen Gao. PKU@TRECVID2009: Single-Actor and Pair-Activity Event Detection in Surveillance Video, Online Proc. TRECVID 2009 Workshop, Gaithesburg, MD, 2009.
  49. Jia Li, Yonghong Tian, Tiejun Huang, Wen Gao. Multi-polarity text segmentation using graph theory. Proc. 16th IEEE Int’l Conf. Image Processing, San Diego, CA, 2008, 3008-3011. (EI20093812310183)
  50. Jia Li, Yonghong Tian, Wen Gao. Exploring inter-frame correlation analysis and wavelet-domain modeling for real-time caption detection in streaming video. Proc. SPIE 6822, Visual Communication and Image Processing, (VCIP2008), San Jose, CA, USA. 2008, 68220F-1-12. (EI20082111275238)
  51. Ting Liu, Weiqiang Wang, Yonghong Tian, Tiejun Huang. Exploring the relationships of regions for visual content understanding. Proc. SPIE 6822, Visual Communication and Image Processing, (VCIP2008), San Jose, CA, USA. 2008, 6822G-1-8. (EI20082111270743)
  52. Zhi Zhou, Yonghong Tian, Yuanning Li, Tiejun Huang, Wen Gao. PKU at ImageCLEF 2008: Experiments with Query Extension Techniques for Text-Based and Content-Based Image Retrieval. Online Proc. ImageCLEF 2008, 2008.
  53. Ting Liu, Yonghong Tian, and Wen Gao. A Two-Phase Spectral Bigraph Co-Clustering Approach for the Who Rated What Task in KDD Cup 2007. Proc. ACM KDDCup.07, San Jose, CA, Aug. 2007, 63-68.
  54. Chong Huang, Yonghong Tian, Zhi Zhou, Tiejun Huang. Towards Multi-granularity Multi-facet E-book Retrieval. Proc. 16th Int’l World Wide Web Conf. (WWW2007), Banff, Alberta, Canada, May 2007, 1331-1332.(EI20074310881599)
  55. Yonghong Tian, Tiejun Huang, Wen Gao. Robust Collective Classification with Contextual Dependency Network Models. Proc. 2nd Int’l Conf. Advanced Data Mining and Applications (ADMA), Aug. 2006, Xi’an, China, LNAI, Springer, 2006, 173-180. (WOS:000240088200019)(EI20064110162143)
  56. Kai Song, Yonghong Tian, Tiejun Huang, and Wen Gao. Diversifying the Image Retrieval Results. Proc. ACM Multimedia 2006, Santa Barbara, CA, Oct. 2006, 707-710. (EI20073110714796)
  57. Chong Huang, Yonghong Tian, Tiejun Huang, Charles X. Ling, and Zhi Zhou. Extracting Keyphrase using Semantic Network Analysis. Proc.2006 IEEE Int’l Conf. Data Mining, Dec. 2006, 275-284.(EI20074010847940)
  58. Chong Huang, Yonghong Tian, Tiejun Huang, and Wen Gao. Semantic Scoring Based on Small-World Phenomenon for Feature Selection in Text Mining. Proc. 2nd Int’l Conf. Advanced Data Mining and Applications, LNAI, Springer, Xi’an, China, Aug. 2006, 636-643.(WOS:000240088200070)(EI20064110162193)
  59. Kai Song, Yonghong Tian, and Tiejun Huang. Improving the Image Retrieval Results via Topic Coverage Map. Proc. 2006 Pacific-Rim Conf. Multimedia, LNCS, Hangzhou, P.R. China: Springer, Nov. 2006, 194-201.(EI20065010297224)
  60. Pingbo Kang, Yonghong Tian, Tiejun Huang, The Design and Implementation of Digital Library Resource Management System Based on Topic Map, Proc. 1st Int’l Conf. Universal Digital Library (ICUDL2005), Hangzhou, China, 2005, 9-14.
  61. Yonghong Tian, Wen Gao, Tie-Jun Huang. Context-Based Classification for Link Data. Proc. Int’l Conf. Web-Based Learning, Beijing, China, LNCS 3143, Springer, Aug. 2004, 233-240. (WOS:000223068900030)
  62. Yonghong Tian, Tiejun Huang, Wen Gao, Jun Cheng, PingBo Kang, Two-Phase Web Site Classification Based on Hidden Markov Tree Models. Proc. IEEE/WIC Int’l Conf. Web Intelligence (WIC 2003), Halifax, Canada, Oct. 2003, 227- 234.
  63. Yonghong Tian, Tiejun Huang, Wen Gao, A Web Site Mining Algorithm Using the Multiscale Tree Representation Model. Proc. WEBKDD’03 Workshop in conjunction with ACM KDD 2003 Conf., Washington DC, U.S.A, Aug, 2003, 83-92.
  64. Yonghong Tian, Zheng Mei, Tiejun Huang, Wen Gao, Incremental Learning for Interaction Dynamics with the Influence Model. Proc. LINKKDD’03 Workshop in conjunction with ACM KDD 2003 Conf., Washington DC, U.S.A, Aug, 2003.
  65. Yonghong Tian, Tiejun Huang, Wen Gao, Quantitatively Evaluating the Influence of Online Social Interactions in the Digital Library. Proc. IEEE/ACM Joint Conf. Digital Library, Portland, USA, Jul. 2002, 409. (EI2003097372159)
  66. Yonghong Tian, Tiejun Huang, Wen Gao, Algorithms of Integrated student modeling in online virtual educational community. Proc. 2011 Int’l Conf. Infor-Tech & Info-Net, 2001, 214-219.
  • Other articles

  1. Tiejun Huang, Xianguo Zhang, Yonghong Tian, Siwei Ma, Wen Gao, IEEE 1857 Standard for High Efficiency Surveillance Video Compression and Recognition, Security & Surveillance Electronics,2013.7,22-29. [In Chinese]
  2. Yonghong Tian, Tiejun Huang, Wen Gao, Social Multimedia Computing, Communication of China Computer Federation, 8(4),2012,8-13. [In Chinese]
  3. Pingbo Kang, Yonghong Tian, Tiejun Huang, Design and Implementation of Intelligent Internet Robot, Computer Engineering, 2004, 30(4), 88-92. [In Chinese]
  4. Yue Wu, Mingtian Zhou, Yonghong Tian. Object-Topic Model and Its Application in Mobile Decision Systems, Computer Science, 29(5), 2002. [In Chinese]
SOME PATENTS
  • A Fast Detection Approach and System of Static Text from Online Video Stream. Jia Li, Yonghong Tian, Tiejun Huang, Wen Gao, 2007.
  • An Educational Resource Mata-Data Management Method and its Implementation.  Tiejun Huang, Yonghong Tian, Pingbo Kang, etc, 2008.
  • An Approach to automatically estimate the visual saliency of images and videos. Yonghong Tian, Jia Li, Tiejun Huang, Wen Gao, 2009.
  • Video Advertising Approach and System Based on Visual Saliency, Yonghong Tian, Jia Li, Lingyu Duan, Tiejun Huang, Wen Gao, 2009
  • Video AD Flag Insertion and Transform Approach and System with Visual Attention Modeling. Yonghong Tian, Jia Li, Wen Gao, 2008.
  • A Content-Based Video Attention Window Extraction Approach and System. Yuanning Li, Yonghong Tian, Wen Gao, 2008.
  • A Videoprint Extraction and Matching Approach and System using Inter-frame Variant Features. Tiejun Huang, Zheng Huang, Yonghong Tian, 2008.
  • Video AD Correlation Analysis Methods and Systems Based on Visual Saliency, Yonghong Tian, Jia Li, Lingyu Duan, Tiejun Huang, Wen Gao, 2009.
  • A Scalable and Adaptive Multi-kernel Categorization Approach, Yonghong Tian, Jingjing Yang, Yuanning Li, Lingyu Duan, Wen Gao, 2009.
  • A Two-dimensional Cross-media Meta-seach Approach and System, Yonghong Tian, Zhi Zhou, Tiejun Huang, Wen Gao, 2009.
  • An Automatic Interesting Object Extraction Method and System from Images using Complementary Saliency Maps. Yonghong Tian, Haonan Yu, Jia Li, Tiejun Huang. 2010
  • A Salient Object Extraction Method from Images, a Learning Method and System for Complementary Saliency Maps. Yonghong Tian, Haonan Yu, Jia Li, Tiejun Huang. 2010
  • A Select Eigenbackground Subtraction Method for Crowded Scenes. Tiejun Huang, Zhipeng Hu, Yonghong Tian. 2010.
  • Archived PCT: A Video Interesting Object Extraction and Association Method and System. Yonghong Tian, Haonan Yu, Jia Li, Yuncao Gao, Jun Zhang, Jun Yan. 2010.
  • Archived PCT: A Personalized Advertisement Recommendation Method and System using User Interest Learning. Jia Li, Yuncao Gao, Haonan Yu, Jun Zhang, Yonghong Tian, Jun Yan. 2010.