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Poselets: Body Part Detectors trained Using 3D Human Pose Annotations

Poselets: Body Part Detectors trained Using 3D Human Pose Annotations. Lubomir Bourdev & Jitendra Malik ICCV 2009. Object detection by multi-scale scanning. Ask this question repeatedly, varying position, scale, category… Paradigm introduced by Rowley, Baluja & Kanade 96 for face detection.

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Poselets: Body Part Detectors trained Using 3D Human Pose Annotations

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

  2. 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. 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

  4. PASCAL VOC 2009 Detection

  5. AP=0.16

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

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

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

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