| Presentation | 2003/10/16 Adaptation of Appearance Model for Human Tracking Using Geometorical Pixel Value Distributions Akira UTSUMI, Hirotake YAMAZOE, Nobuji TETSUTANI, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We propose a dynamic model adaptation method for appearance-based human tracking. We are investigating a vision-based system that recognizes human behavior. In such systems, various types of user information, such as human identification, motion trajectory and gestures information, are required. We use a human appearance model to extract this information. However, appearance can vary across individuals due to different clothes etc. even if they have similar poses. To reduce the effects of this problem, we perform a dynamic model adaptation method based on a statistical view-transition model. We can construct human appearance models for different poses that have proper texture information from a limited number of input images. This assists with both detection and tracking. Experimental results show the effectiveness of the proposed method. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | View-Transition Model / Human Motion Recognition / Statistical Model / Object Tracking |
| Paper # | DSP2003-110,ICD2003-108,IE2003-70 |
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| Conference Information | |
| Committee | IE |
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| Conference Date | 2003/10/16(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Image Engineering (IE) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Adaptation of Appearance Model for Human Tracking Using Geometorical Pixel Value Distributions |
| Sub Title (in English) | |
| Keyword(1) | View-Transition Model |
| Keyword(2) | Human Motion Recognition |
| Keyword(3) | Statistical Model |
| Keyword(4) | Object Tracking |
| 1st Author's Name | Akira UTSUMI |
| 1st Author's Affiliation | ATR Media Information Science Laboratories() |
| 2nd Author's Name | Hirotake YAMAZOE |
| 2nd Author's Affiliation | ATR Media Information Science Laboratories:Graduate School of Engineering Science, Osaka University |
| 3rd Author's Name | Nobuji TETSUTANI |
| 3rd Author's Affiliation | ATR Media Information Science Laboratories |
| Date | 2003/10/16 |
| Paper # | DSP2003-110,ICD2003-108,IE2003-70 |
| Volume (vol) | vol.103 |
| Number (no) | 383 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |