| Presentation | 2004-07-16 Static Image Based Human Pose Recovery by Optimal Candidate Decision Hui CAO, Toshimitsu TANAKA, Noboru SUGIE, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We proposed a new approach to recovering human pose from a static image via optimal candidate pose decision. It includes two steps: generating candidate poses and deciding the most probable one. For a given image input, a set of candidate poses are generated by a combination algorithm-selecting seeds out of training data set that are close to image input, and following with exhaustive combinations of pose parts of selected seeds. The most probable pose is then selected from the candidate poses depending on a joint-data subspace based decision model, where the joint-data subspace characterizes the correlation of image and pose. The embedded combination ability can not only augment the candidate poses but also avoid generating nonexistent poses that are usually occurred when using inference method. The experiments results including synthetic and real images show good performances achieved by the proposed method. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Human pose estimation / bayesian decision / parts combination / weighted subspace |
| Paper # | IE2004-28,PRMU2004-52,MVE2004-29 |
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| Conference Information | |
| Committee | PRMU |
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| Conference Date | 2004/7/9(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | |
| Vice Chair | |
| Secretary | |
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| Paper Information | |
| Registration To | Pattern Recognition and Media Understanding (PRMU) |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Static Image Based Human Pose Recovery by Optimal Candidate Decision |
| Sub Title (in English) | |
| Keyword(1) | Human pose estimation |
| Keyword(2) | bayesian decision |
| Keyword(3) | parts combination |
| Keyword(4) | weighted subspace |
| 1st Author's Name | Hui CAO |
| 1st Author's Affiliation | Graduate School of Information Science, Nagoya University() |
| 2nd Author's Name | Toshimitsu TANAKA |
| 2nd Author's Affiliation | Graduate School of Science and Technology, Meijo University |
| 3rd Author's Name | Noboru SUGIE |
| 3rd Author's Affiliation | Graduate School of Science and Technology, Meijo University |
| Date | 2004-07-16 |
| Paper # | IE2004-28,PRMU2004-52,MVE2004-29 |
| Volume (vol) | vol.104 |
| Number (no) | 194 |
| Page | pp.pp.- |
| #Pages | 5 |
| Date of Issue | |