Best of Best系列（1）——CVPR

CVPR (Computer Vision)(Average MAP score: 0.19)

CVPR (Computer Vision) 2012 ( MAP score: 0.0 ) TOP

25 Are we ready for autonomous driving? The KITTI vision benchmark suite Andreas Geiger, Philip Lenz, Raquel Urtasun 18 Action bank: A high-level representation of activity in video Sreemanananth Sadanand, Jason J. Corso 14 Beyond spatial pyramids: Receptive field learning for pooled image features Yangqing Jia, Chang Huang, Trevor Darrell BEST PAPER! Rank N/A Cited by N/A A simple prior-free method for non-rigid structure-from-motion factorization Yuchao Dai, Hongdong Li, Mingyi He

CVPR (Computer Vision) 2011 ( MAP score: 1.0 ) TOP

BEST PAPER! Rank 1 Cited by 462 Real-time human pose recognition in parts from single depth images Jamie Shotton, Andrew W. Fitzgibbon, Mat Cook, Toby Sharp, Mark Finocchio, Richard Moore, Alex Kipman, Andrew Blake 111 Global contrast based salient region detection Ming-Ming Cheng, Guo-Xin Zhang, Niloy J. Mitra, Xiaolei Huang, Shi-Min Hu 86 Action recognition by dense trajectories Heng Wang, Alexander Kläser, Cordelia Schmid, Cheng-Lin Liu

CVPR (Computer Vision) 2010 ( MAP score: 0.0 ) TOP

289 Locality-constrained Linear Coding for image classification Jinjun Wang, Jianchao Yang, Kai Yu, Fengjun Lv, Thomas S. Huang, Yihong Gong 170 Learning mid-level features for recognition Y-Lan Boureau, Francis Bach, Yann LeCun, Jean Ponce 166 Secrets of optical flow estimation and their principles Deqing Sun, Stefan Roth, Michael J. Black BEST PAPER! Rank 104 Cited by 27 Efficient computation of robust low-rank matrix approximations in the presence of missing data using the L1 norm Anders Eriksson, Anton van den Hengel

CVPR (Computer Vision) 2009 ( MAP score: 0.0 ) TOP

463 ImageNet: A large-scale hierarchical image database Jia Deng, Wei Dong, Richard Socher, Li-Jia Li, Kai Li, Fei-Fei Li 451 Linear spatial pyramid matching using sparse coding for image classification Jianchao Yang, Kai Yu, Yihong Gong, Thomas S. Huang 242 Visual tracking with online Multiple Instance Learning Boris Babenko, Ming-Hsuan Yang, Serge J. Belongie BEST PAPER! Rank 4 Cited by 241 Single image haze removal using dark channel prior Kaiming He, Jian Sun, Xiaoou Tang

CVPR (Computer Vision) 2008 ( MAP score: 0.0 ) TOP

701 Learning realistic human actions from movies Ivan Laptev, Marcin Marszalek, Cordelia Schmid, Benjamin Rozenfeld 607 Evaluation of color descriptors for object and scene recognition Koen E. A. van de Sande, Theo Gevers, Cees G. M. Snoek 595 A discriminatively trained, multiscale, deformable part model Pedro F. Felzenszwalb, David A. McAllester, Deva Ramanan BEST PAPER! Rank 8 Cited by 294 Beyond sliding windows: Object localization by efficient subwindow search Christoph H. Lampert, Matthew B. Blaschko, Thomas Hofmann BEST PAPER! Rank 27 Cited by 130 Global stereo reconstruction under second order smoothness priors Oliver J. Woodford, Philip H. S. Torr, Ian D. Reid, Andrew W. Fitzgibbon

CVPR (Computer Vision) 2007 ( MAP score: 0.0 ) TOP

655 Object retrieval with large vocabularies and fast spatial matching James Philbin, Ondrej Chum, Michael Isard, Josef Sivic, Andrew Zisserman 569 Saliency Detection: A Spectral Residual Approach Xiaodi Hou, Liqing Zhang 511 Accurate, Dense, and Robust Multi-View Stereopsis Yasutaka Furukawa, Jean Ponce BEST PAPER! Rank 16 Cited by 182 Dynamic 3D Scene Analysis from a Moving Vehicle Bastian Leibe, Nico Cornelis, Kurt Cornelis, Luc J. Van Gool

CVPR (Computer Vision) 2006 ( MAP score: 0.0 ) TOP

2169 Beyond Bags of Features: Spatial Pyramid Matching for Recognizing Natural Scene Categories Svetlana Lazebnik, Cordelia Schmid, Jean Ponce 1477 Scalable Recognition with a Vocabulary Tree David Nistér, Henrik Stewénius 635 Fast Human Detection Using a Cascade of Histograms of Oriented Gradients Qiang Zhu, Mei-Chen Yeh, Kwang-Ting Cheng, Shai Avidan BEST PAPER! Rank 6 Cited by 324 Putting Objects in Perspective Derek Hoiem, Alexei A. Efros, Martial Hebert

CVPR (Computer Vision) 2005 ( MAP score: 0.0 ) TOP

4702 Histograms of Oriented Gradients for Human Detection Navneet Dalal, Bill Triggs 1195 Overview of the Face Recognition Grand Challenge P. Jonathon Phillips, Patrick J. Flynn, W. Todd Scruggs, Kevin W. Bowyer, Jin Chang, Kevin J. Hoffman, Joe Marques, Jaesik Min, William J. Worek 1007 Level Set Evolution without Re-Initialization: A New Variational Formulation Chunming Li, Chenyang Xu, Changfeng Gui, Martin D. Fox BEST PAPER! Rank 43 Cited by 80 Real-Time Non-Rigid Surface Detection Julien Pilet, Vincent Lepetit, Pascal Fua

CVPR (Computer Vision) 2004 ( MAP score: 0.0 ) TOP

943 Efficient Belief Propagation for Early Vision Pedro F. Felzenszwalb, Daniel P. Huttenlocher 564 Visual Odometry David Nistér, Oleg Naroditsky, James R. Bergen 364 Super-Resolution through Neighbor Embedding Hong Chang, Dit-Yan Yeung, Yimin Xiong BEST PAPER! Rank 26 Cited by 81 Programmable Imaging Using a Digital Micromirror Array Shree K. Nayar, Vlad Branzoi, Terrance E. Boult

CVPR (Computer Vision) 2003 ( MAP score: 0.28 ) TOP

3204 A performance evaluation of local descriptors Krystian Mikolajczyk, Cordelia Schmid BEST PAPER! Rank 2 Cited by 1692 Object Class Recognition by Unsupervised Scale-Invariant Learning Robert Fergus, Pietro Perona, Andrew Zisserman 634 Simultaneous Structure and Texture Image Inpainting Marcelo Bertalmío, Luminita A. Vese, Guillermo Sapiro, Stanley Osher

CVPR (Computer Vision) 2001 ( MAP score: 0.0 ) TOP

549 A Bayesian Approach to Digital Matting Yung-Yu Chuang, Brian Curless, David Salesin, Richard Szeliski 334 Event-Based Analysis of Video Lihi Zelnik-Manor, Michal Irani 241 Better Proposal Distributions: Object Tracking Using Unscented Particle Filter Yong Rui, Yunqiang Chen BEST PAPER! Rank 4 Cited by 214 Morphable 3D models from video Matthew Brand

CVPR (Computer Vision) 2000 ( MAP score: 1.0 ) TOP

BEST PAPER! Rank 1 Cited by 2341 Real-Time Tracking of Non-Rigid Objects Using Mean Shift Dorin Comaniciu, Visvanathan Ramesh, Peter Meer 1165 A Statistical Method for 3D Object Detection Applied to Faces and Cars Henry Schneiderman, Takeo Kanade 997 Statistical Shape Influence in Geodesic Active Contours Michael E. Leventon, W. Eric L. Grimson, Olivier D. Faugeras

 

MAP (Mean Average Precision) is a measure to evaluate the ranking performance. The MAP score of a conference in a year is calculated by viewing best papers of the conference in the corresponding year as the ground truth and the top cited papers as the ranking results.

MAP(conference, year) = 1/3 \times \sum_{n=1,...,3} \frac{#best_paper_in_top_n_cited_papers}{n}

 

From：http://arnetminer.org