==============From Martial:================== Probabilistic Graph and Hypergraph Matching[Oral O1P-2] Ron Zass and Amnon Shashua A Mobile Vision System for Robust Multi-Person Tracking [Oral O2A-1] Andreas Ess, Bastian Leibe, Konrad Schindler and Luc Van Gool Segmentation by transduction [Oral O1A-2] Olivier Duchenne, Jean-Yves Audibert, Renaud Keriven, Jean Ponce and Florent Segonne Beyond Sliding Windows: Object Localization by Efficient Subwindow Search [Oral O2A-2] Christoph H. Lampert, Matthew B. Blaschko and Thomas Hofmann Learning realistic human actions from movies [Oral O3A-1] Ivan Laptev, Marcin Marsza?ek, Cordelia Schmid and Benjamin Rozenfeld Large-Scale Manifold Learning [Oral O2P-1] Ameet Talwalkar, Sanjiv Kumar and Henry Rowley Fast Image Search for Learned Metrics [Oral O3P-1] Prateek Jain, Brian Kulis and Kristen Grauman ============== From Santosh:=================== Lost in Quantization: Improving Particular Object Retrieval in Large Scale Image Databases [Poster P2P-1 46] James Philbin, Ondrej Chum, Josef Sivic, Michael Isard and Andrew Zisserman Scene Classification with Low-dimensional Semantic Spaces and Weak Supervision [Poster P1A-1 32] Nikhil Rasiwasia and Nuno Vasconcelos =============== From Srinivas:================= Image/Video Deblurring using a Hybrid Camera [Poster P2A-1 3] Yu-Wing Tai, Hao Du, Michael Brown and Stephen Lin Flat Refractive Geometry [Oral O3P-2] Tali Treibitz, Yoav Schechner and Hanumant Singh =============== From Alyosha:=================== Epitomic Location Recognition [Oral O2A-2] Kai Ni, Anitha Kannan, Antonio Criminisi and John Winn An Integrated Background Model for Video Surveillance Based on Primal Sketch and 3D Scene Geometry [P2A-1 37] Hu Wenze, Gong Haifeng and Song-Chun Zhu Semantic Texton Forests for Image Categorization and Segmentation [Oral O1P-2] Jamie Shotton, Matthew Johnson and Roberto Cipolla =============== From Andy:======================= In Defense of Nearest-Neighbor Based Image Classification [Poster P2P-1 9] Oren Boiman, Eli Shechtman and Michal Irani =============== From Rahul:======================= Learning 4D Action Feature Models for Arbitrary View Action Recognition [Poster] Pingkun Yan, Saad M. Khan, Mubarak Shah