poselets: body part detectors trained using 3d human pose annotations lubomir bourdev & jitendra...
TRANSCRIPT
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Poselets: Body Part Detectors trained Using 3D Human Pose Annotations
Lubomir Bourdev & Jitendra Malik
ICCV 2009
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Computer Vision GroupUC 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
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Computer Vision GroupUC Berkeley
Object detection by multi-scale scanning
Ask this question repeatedly, varying position, scale, category…
Paradigm introduced by Rowley, Baluja & Kanade 96 for face detectionViola & Jones 01, Dalal & Triggs 05, Felzenszwalb, McAllester, Ramanan 08
![Page 4: Poselets: Body Part Detectors trained Using 3D Human Pose Annotations Lubomir Bourdev & Jitendra Malik ICCV 2009](https://reader038.vdocuments.us/reader038/viewer/2022103015/551477d7550346b2598b4620/html5/thumbnails/4.jpg)
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PASCAL VOC 2009 Detection
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AP=0.16
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Challenges
• Sub-categories
• Aspects
• Occlusion
Addressed by Poselets (Bourdev & Malik, ‘09)
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PASCAL VOC 2009 Average Precision 0.432 (the best)
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Segmentation Results on PASCAL VOC 2009
(w/ Subhransu Maji)
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