胡衛明(中國科學院“百人計畫”入選者)

胡衛明, 1968年11月生。國家傑出青年基金獲得者，中國科學院“百人計畫”入選者，中國科學院自動化研究所研究員，博士生導師。

基本介紹

• 中文名：胡衛明
• 國籍：中國
• 民族：漢族
• 出生日期：1968年
• 主要成就：國家傑出青年基金獲得者，中國科學院“百人計畫”入選者
• 職稱：中國科學院自動化研究所研究員

基本信息

胡衛明,1998年1月在浙江大學計算機系獲工學博士學位。1998年3月進入北京大學計算機科學技術研究所(即北大方正技術研究院)博士後流動站，從事博士後研究工作。2000年4月起在中國科學院自動化研究所模式識別國家重點實驗室工作。曾多次到美國哥倫比亞大學和伊利諾伊斯大學厄巴那-香檳分校、英國雷丁大學和倫敦大學Birkbeck學院、法國波爾多第三大學以及澳大利亞Monash大學和臥龍崗大學做訪問研究。

研究領域

視頻信息處理：運動目標的跟蹤與行為理解(智慧型視覺監控)、基於運動特徵分析的視頻檢索、視頻數據挖掘等。網路信息安全分析與識別：網路有害內容的識別、網路入侵模式分析等 學術任職 國家自然科學基金委員會第十二屆專家評審組成員、IEEE Senior Member、中國計算機學會高級會員、國際權威刊物IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics的Associate Editor、北京大學軟體學院兼職教授

學術成就

2004年以第二完成人獲北京市科學技術獎(自然科學類)一等獎，2008年以第一完成人獲北京市科學技術獎(基礎研究類)二等獎。先後主持了國家自然科學基金、國家高技術研究發展計畫、北京市自然科學基金等二十餘項科研項目。已在《IEEE Trans. on PAMI》等國際刊物、《中國科學》等國內一級刊物以及ICCV、ECCV、CVPR等重要國際學術會議上發表論文100餘篇，其中第一作者32篇。據不完全統計，到2009年12月為止SCI收錄20篇、EI收錄45篇、ISTP收錄32篇；SCI他引1001次、Google Schoolar他引2323次；單篇SCI他引用最高次數為263次、單篇Google Scholar他引最高次數536篇次。申請專利20餘項。負責完成的敏感圖像識別技術、興奮劑宣傳銷售信息識別技術得到了實際套用，負責開發了網路多模態有害信息過濾系統。有7年作為軟體工程師的軟體系統開發經歷，獨立完成原始碼20萬行以上，開發了多套軟體產品與實用系統在國內有關單位推廣使用，其中完成的商業化軟體產品—方正智繪地圖暈渲系統廣泛使用於測繪、地礦、農業、林業、出版等行業。

代表性論文

1. Weiming Hu, Ou Wu, Zhouyao Chen, Zhouyu Fu, and Steve Maybank, “Recognition of pornographic web pages by classifying texts and images”, IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 29, No. 6, 2007, pp. 1019-1034.

2. Weiming Hu, Xuejuan Xiao, Zhouyu Fu, Dan Xie, Tieniu Tan, and Steve Maybank, “A System for learning statistical motion patterns”, IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 28, No. 9, September 2006, pp. 1450-1464.

3. Weiming Hu, Min Hu, Xue Zhou, Tieniu Tan, Jianguang Lou, and Steve Maybank, “Principal axis-based correspondence between multiple cameras for people tracking”, IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 28, No. 4, April 2006, pp. 663-671.

4. Weiming Hu, Dan Xie, Zhouyu Fu, Wenrong Zeng, and Steve Maybank, “Semantic-based surveillance video retrieval”, IEEE Transactions on Image Processing, Vol. 16, No. 4, April 2007, pp. 1168-1181.

5. Weiming Hu, Dan Xie, and Tieniu Tan, “A hierarchical self-organizing approach for learning the patterns of motion trajectories”, IEEE Transactions on Neural Networks, Vol. 15, No. 1, 2004, pp. 135-144.

6. Weiming Hu, Xue Zhou, Min Hu, and Steve Maybank, “Occlusion reasoning for tracking multiple walking people”, IEEE Transactions on Circuits and Systems for Video Technology, vol. 19, no. 1, pp. 114-121, 2009.

7. Weiming Hu, Wei Hu, and Steve Maybank, “Adaboost-based algorithm for network intrusion detection”, IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics, vol. 38, no. 2, 2008, pp. 577-583.

8. Weiming Hu, Dan Xie, Tieniu Tan, and Steve Maybank, “Learning patterns of activity using fuzzy self-organizing neural network”, IEEE Transactions on Systems, Man and Cybernetics, Part B: Cybernetics, Vol. 34, No. 3, 2004, pp. 1618-1626.

9. Weiming Hu, Tieniu Tan, Liang Wang, and Steve Maybank, “A survey on visual surveillance of object motion and behaviors”, IEEE Transactions on Systems, Man and Cybernetics, Part C: Applications and Reviews, Vol. 34, No. 3, 2004, pp. 334-352.

10. Weiming Hu, Xuejuan Xiao, Dan Xie, Tieniu Tan, and Steve Maybank, “Traffic accident prediction using 3D model based vehicle tracking”, IEEE Transactions on Vehicular Technology, Vol. 53, No. 3, 2004, pp. 677-694.

11. Weiming Hu, Wei Hu, Nianhua Xie, and Steve Maybank, “Unsupervised active learning based on hierarchical graph-theoretic clustering”, IEEE Transactions on Systems, Man and Cybernetics, Part B: Cybernetics, vol. 39, no. 5, Oct. 2009, pp. 1147-1161

12. Hu Weiming, Yan Xiaolang, and He Zhijun. “Partitioning on MCM using a new neural network model”. Science in China. Series E, Vol. 42, No. 3, 1999, pp. 312-320.

13. Xiaoqing Zhang, Weiming Hu, and Steve Maybank, “Graph based discriminative learning for robust and efficient object tracking”, IEEE International Conference on Computer Vision (ICCV), 2007.

14. Xi Li, Weiming Hu, Zhongfei Zhang, “Robust visual tracking based on incremental tensor subspace learning”, IEEE International Conference on Computer Vision (ICCV), 2007.

15. Xi Li, Weiming Hu, Zhongfei Zhang, and Xiaoqin Zhang, “Robust visual tracking based on an effective appearance model”, European Conference on Computer Vision (ECCV), 2008.

16. Xi Li, Weiming Hu, Zhongfei Zhang, Xiaoqin Zhang, and Guan Luo, “Visual tracking via incremental Log-Euclidean Riemannian subspace learning”, IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), Anchorage, Alaska. June 23-28, 2008.

17. Xiaoqing Zhang, Weiming Hu, Steve Maybank, Li Xi “Sequential particle swarm optimization for visual tracking”, IEEE International Conference on Computer Vision and Pattern Recognition(CVPR), Anchorage, Alaska. June 23-28, 2008.

18. Xiaoqin Zhang, Changcheng Li, Xiaofeng Tong, Weiming Hu, and Steve Maybank, “Efficient Human Pose Estimation via Parsing a Tree Structure Based Human Model”, IEEE International Conference on Computer Vision (ICCV), 2009.

19. Nianhua Xie, Haibin Ling, Weiming Hu, and Xiaoqin Zhang, “Use Bin-Ratio Information for Category and Scene Classification”, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2010.

20. Ou Wu, Mingliang Zhu and Weiming Hu, “Fragment based Clustering Ensembles”, ACM International Conference on Information and Knowledge Management (CIKM), pp.1795-1795, 2009.