IEEE CVPR 2011
TechTalks from event: IEEE CVPR 2011
Note: Award talks and user-uploaded contents are accessible for free. Other oral sessions are to be accessed by only those who registered for the main conference or for the webcast/video-proceedings. You can register to view video proceeding by visiting CVPR 2011 website and following the virtual-registration link.
Orals 2C - Segmentation and Grouping - 3:30 -5:10 Ballroom 1
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Real-time Human Pose Recognition in Parts from Single Depth ImagesWe propose a new method to quickly and accurately predict 3D positions of body joints from a single depth image, using no temporal information. We take an object recognition approach, designing an intermediate body parts representation that maps the dif?cult pose estimation problem into a simpler per-pixel classi?cation problem. Our large and highly varied training dataset allows the classi?er to estimate body parts invariant to pose, body shape, clothing, etc. Finally we generate con?dence-scored 3D proposals of several body joints by reprojecting the classi?cation result and ?nding local modes. The system runs at 200 frames per second on consumer hardware. Our evaluation shows high accuracy on both synthetic and real test sets, and investigates the effect of several training parameters. We achieve state of the art accuracy in our comparison with related work and demonstrate improved generalization over exact whole-skeleton nearest neighbor matching
- All Sessions
- CVPR Award Papers
- Orals 1A Image and Video Retrieval - Ballroom 1 10:30-12:10
- Orals 1B Computational Photography - Ballroom 2 10:30-12:10
- Orals 1C Scene Understanding and 3D Structures - Ballroom 1 3:30-5:10
- Orals 1D Video Analysis - Ballroom 2 3:30 - 5:10
- Orals 2A Object Detection - 10:30-12:10 Ballroom 1
- Orals 2B - Optimization Methods - 10:30-12:10 Ballroom 2
- Orals 2C - Segmentation and Grouping - 3:30 -5:10 Ballroom 1
- Orals 2D - Motion and Tracking - 3:30-5:10 Ballroom 2
- Orals 3A Object Recognition - 10:30 - 12:10 Ballroom 1
- Orals 3B Image Modeling - 10:30 - 12:10 Ballroom 2
- Orals 3C Statistical Methods and Learning 3:30-5:10 Ballroom 1
- Orals 3D Applications 3:30-5:10 Ballroom 2
- CVPR Poster Session