Lei Zhang is a lead researcher in the
Web Search & Mining Group
at Microsoft Research Asia in Beijing, and an adjunct professor of
Tianjin University.
He currently directs a team pursuing new research directions on social media search. Team projects include user-created content analysis,
structured website analysis, web-scale image annotation, travel search, and
query understanding. Results are targeted toward new advanced
services in the delivery of intelligence and insight to Web users.
Lei joined
Microsoft Research Asia in 2001 and worked with the
Media Computing Group on key
projects such as image classification, red-eye detection, face detection and annotation. He developed a highly efficient and robust face-detection algorithm
that uses a large-scale distributed system for machine learning. The face-detection technology was successfully transferred to many Microsoft products,
including Vista, Media Center, and Digital Image Suite. Three years ago, he moved to his current post in the
Web Search & Mining Group, and has worked on large-scale systems related to search and multimedia. Projects
include building the RankBase system for training a new dynamic ranker and conducting experiments, and developing a scalable search-based image-annotation
system.
Lei is an
IEEE and
ACM member, and has served on international conference program committees, including
ACM Multimedia, WWW, SIGIR, ICME, IJCAI-MIR, ACM
Multimedia-CARPE, PCM, MMM, and AIRS. He is the author or co-author of more than
60 published papers in fields such as content-based image retrieval, computer
vision, Web search and information retrieval. He also holds five U.S. patents for his innovation in face-detection, red-eye reduction
and image retrieval technologies.
The researcher earned a B.S. and M.S. in Computer Science from
Tsinghua University, in 1993 and
1995. After graduate school, he joined the China Post Academy and helped develop automatic guided vehicles for use in postal sorting centers and a GPS-based tracking
system employed in postal vehicles. He later returned to
Tsinghua University, and was awarded a
doctorate in Computer Science in 2001.
His other interests include photography and outdoor activities with his family.
- Zhiwei Li, Lei Zhang, Wei-Ying Ma, Delivering Online Advertisements
Inside Images, accepted by ACM Multimedia, Vancouver, Canada, October 2008
- Xin-Jing Wang, Lei Zhang, Xirong Li, Wei-Ying Ma,
Annotating Images by Mining Image
Search Results, IEEE Transactions on Pattern Analysis and Machine
Intelligence (T-PAMI), 2008
- Changhu Wang, Lei Zhang, Hong-Jiang Zhang,
Learning to Reduce the
Semantic Gap in Web Image Retrieval and Annotation, The 31st Annual
International ACM SIGIR Conference (SIGIR), Singapore, July 2008
- Yida Wang, Jiang-Ming Yang, Wei Lai, Rui Cai, Lei Zhang, Wei-Ying Ma,
Exploring Traversal Strategy for Efficient Web Forum Crawling, The 31st
Annual International ACM SIGIR Conference (SIGIR), Singapore, July 2008
- Yijuan Lu, Lei Zhang, Qi Tian, Wei-Ying Ma,
What Are
the High-Level Concepts with Small Semantic Gaps? in Proc. International
Conference on Computer Vision and Pattern Recognition (CVPR),
Anchorage, USA, June, 2007
- Rui Cai, Jiang-Ming Yang, Wei Lai, Yida Wang, Lei Zhang,
iRobot: An
Intelligent Crawler for Web Forums, The 17th International World Wide Web
Conference (WWW), Beijing, China, April, 2008
- Rui Cai, Chao Zhang, Lei Zhang, Wei-Ying Ma,
Scalable Music Recommendation by Search, in Proc. ACM Multimedia,
Augsburg, Germany, September, 2007
- Xirong Li, Xin-Jing Wang, Changhu Wang, Lei
Zhang, SBIA: Search-based Image Annotation by Leveraging Web-Scale Images (Demo), in Proc. ACM Multimedia, Augsburg, Germany, September, 2007
- Zhiwei Li, Xing Xie, Lei Zhang, and Wei-Ying Ma, Searching One Billion Web Images by Content: Challenges and Opportunities,
In Proc. International Workshop on Multimedia Content Analysis and
Mining (MCAM), Weihai, China, July, 2007
- Changhu Wang, Feng Jing, Lei Zhang, and Hong-Jiang Zhang, Content-Based Image
Annotation Refinement, in Proc. International Conference on Computer Vision and Pattern Recognition (CVPR), Minneapolis, USA, June, 2007
-
Lei Zhang, Le Chen, Feng Jing, Defeng Deng,
Wei-Ying Ma, EnjoyPhoto: A Vertical Image Search Engine for Enjoying
High-Quality Photos, in Proc. ACM Multimedia, Santa Barbara, USA,
October, 2006
- Feng Jing, Changhu Wang, Yuhuan Yao, Kefeng Deng, Lei Zhang, Wei-Ying Ma, IGroup: Web Image Search Results Clustering,
in Proc. ACM Multimedia, Santa Barbara, USA, October, 2006
- Feng Jing, Lei Zhang, Wei-Ying Ma, VirtualTour: An Online Travel Assistant Based on High Quality Images,
in Proc. ACM Multimedia, Santa Barbara, USA, October, 2006
-
Xirong Li, Le Chen, Lei
Zhang, Fuzong Lin, Wei-Ying Ma,
Image Annotation by
Large-Scale Content-based Image Retrieval, in Proc. ACM Multimedia,
Santa Barbara, USA, October, 2006
-
Xinjing Wang, Lei Zhang, Feng Jing, Wei-Ying Ma,
AnnoSearch: Image Auto-Annotation by Search, in Proc.
International Conference on Computer
Vision and Pattern Recognition (CVPR), New York, USA, June, 2006
-
Mingju Zhang, Lei Zhang, Yanfeng Sun, Lin
Feng, Wei-Ying Ma, Auto Cropping for
Digital Photographs, in Proc. IEEE International Conference on
Multimedia & Expo (ICME), Amsterdam,
The Netherland, July, 2005
-
Dong Xu, Shuicheng Yan, Lei Zhang, Xiaoou
Tang, Hongjiang Zhang, and Zhenkai Liu,
Concurrent Subspaces Analysis,
in Proc. International Conference on Computer Vision and Pattern
Recognition (CVPR), San Diego, USA, June, 2005
-
Lei Zhang, Yuxiao Hu, Mingjing Li,
Weiying Ma, Hongjiang Zhang, Efficient Propagation for Face Annotation in
Family Albums, in Proc. ACM Multimedia, New York, US, 2004
-
Xuezheng Liu, Lei Zhang, Mingjing Li,
Hongjiang Zhang, Dingxing Wang, Boosting Image Classification with LDA-based
Feature Combination for Digital Photograph Management, Pattern Recognition, Special Issue on Image Understanding for Digital Photos,
2004
-
Lei Zhang, Yanfeng Sun, Mingjing Li,
Hongjiang Zhang, Automated red-eye detection and correction in digital
photographs, in Proc.
IEEE International Conference on Image Processing (ICIP
2004). Singapore, October 24-27, 2004
-
Yuxiao Hu, Dalong Jiang, Shuicheng Yan, Lei
Zhang, Hongjiang Zhang, Automatic 3D Reconstruction for Face
Recognition, in Proc. 6th IEEE International Conference on
Automatic Face and Gesture Recognition (FG), Seoul, Korea, 2004
-
Lei Zhang, Longbin Chen, Mingjing Li,
Hongjiang Zhang, Bayesian face annotation in
family albums (demo), in Proc. International Conference on Computer
Vision (ICCV), Nice, France, 2003.
-
Lei Zhang, Longbin Chen, Mingjing Li,
Hongjiang Zhang,
Automated annotation of human faces in family albums, in
Proc. ACM Multimedia,
Berkeley, CA USA, 2003.
-
Yanfeng Sun, Hongjiang Zhang, Lei Zhang,
Mingjing Li, MyPhotos ¨C A System for Home
Photo Management and Processing, in Proc. ACM multimedia, demo,
2002
-
Lei Zhang,
Mingjing Li, Hongjiang Zhang, Boosting image
orientation detection with indoor vs. outdoor classification, Proc.
IEEE Workshop on Applications of Computer Vision (WACV), 2002
-
Lei Zhang, Fuzong Lin, Bo Zhang.
Support Vector Machine Learning for Image
Retrieval. IEEE International Conference on Image Processing (ICIP
2001). Thessaloniki, Greece. October, 2001:721-724
-
Zhang Lei,
Lin Fuzong, Zhang Bo. A CBIR method based on color-spatial feature.
Proc.
IEEE Region 10 Annual International Conference 1999 (TENCON'99),
Cheju, Korea. 1999:166-169
At MSRA, it is a great pleasure
working with many talented students with creative ideas and strong passions.
Below is a partial list of the students that I have been working with.