1. Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009

2. Computer Vision Group UC Berkeley Object detection by multi-scale scanning Ask this question repeatedly, varying position, scale, category… Paradigm introduced by Rowley, Baluja & Kanade 96 for face detection. Viola & Jones 01, Dalal & Triggs 05, Felzenszwalb, McAllester, Ramanan 08

3. Computer Vision Group UC Berkeley Object detection by multi-scale scanning Ask this question repeatedly, varying position, scale, category… Paradigm introduced by Rowley, Baluja & Kanade 96 for face detection Viola & Jones 01, Dalal & Triggs 05, Felzenszwalb, McAllester, Ramanan 08

5. PASCAL VOC 2009 Detection

6. AP=0.16

7. Challenges Sub-categories Aspects Occlusion Addressed by Poselets (Bourdev & Malik, 09)

19. PASCAL VOC 2009 Average Precision 0.432 (the best)

21. Segmentation Results on PASCAL VOC 2009 (w/ Subhransu Maji)