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选取论文的原则:
(1)会议论文,主要来源于以下会议:CVPR, ICCV, ECCV, BMVC, FG, ICIP, ICPR, WACV, ICASSP, MM, IJCAI, UAI, AAAI…(其实后面的几个会议都是打酱油的,AI类的期刊也木有高引CV文章,事实也是如此,没有收录ICML和NIPS等,见谅)
(2)发表在2000年以后,数据来源于微软学术搜索(http://academic.research.microsoft.com/),2012年12月初的检索结果
(3)检索次数大于200,PER>50,微软学术搜索的被检索次数未必精确,但能反应大概趋势,PER指意味着每年检索量,自发表次年算到2012年,PER=Cited/(2012-YEAR)
榜单Top 30如下,欢迎拾遗补缺:
[1] Rapid Object Detection using a Boosted Cascade of Simple Features (Citations: 3296, PER=299.64)
Paul A. Viola, Michael J. Jones @CVPR , vol. 1, pp. 511-518, 2001
[2] Histograms of Oriented Gradients for Human Detection (Citations: 1704, PER=243.43)
Navneet Dalal, Bill Triggs @CVPR , vol. 1, pp. 886-893, 2005
[3] SURF: Speeded-Up Robust Features (Citations: 1054, PER=175.67)
Herbert Bay, Tinne Tuytelaars, Luc J. Van Gool @ECCV , pp. 404-417, 2006
[4] Beyond Bags of Features: Spatial Pyramid Matching for Recognizing Natural Scene Categories (Citations: 873, PER=145.5)
Svetlana Lazebnik, Cordelia Schmid, Jean Ponce @CVPR , vol. 2, pp. 2169-2178, 2006
[5] Object Class Recognition by Unsupervised Scale-Invariant Learning (Citations: 1071, PER=119)
Robert Fergus, Pietro Perona, Andrew Zisserman @CVPR , vol. 2, pp. 264-271, 2003
[6] Robust Real-Time Face Detection (Citations: 1092, PER=99.27)
Paul A. Viola, Michael J. Jones @ ICCV , 2001
[7] A Bayesian hierarchical model for learning natural scene categories (Citations: 677, PER=96.71)
Fei-Fei Li, Pietro Perona @CVPR , vol. 2, pp. 524-531, 2005
[8] Scalable Recognition with a Vocabulary Tree (Citations: 570, PER=95)
David Nistér, Henrik Stewénius @CVPR , vol. 2, pp. 2161-2168, 2006
[9] Real-Time Tracking of Non-Rigid Objects Using Mean Shift (Citations: 1132, PER=94.33)
Dorin Comaniciu, Visvanathan Ramesh, Peter Meer @CVPR , vol. 2, pp. 2142-149 vol.2, 2000
[10]Visual Categorization with Bags of Keypoints (Citations: 745, PER=93.13)
Gabriella Csurka, Christopher R. Dance, Lixin Fan, etc @ECCV , 2004
[11]Video Google: A Text Retrieval Approach to Object Matching in Videos (Citations: 790, PER=87.78)
Josef Sivic, Andrew Zisserman @ ICCV , pp. 1470-1477, 2003
[12]What Energy Functions Can Be Minimized via Graph Cuts? (Citations: 842, PER=84.2)
Vladimir Kolmogorov,
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