| Presentation | 2001/9/6 Multi-object Tracking Based on Interaction between Hypotheses with Certainty Akihiro Sugimoto, Kiyotake Yachi, Takashi Matsuyama, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We propose a method for multi-object tracking, where interaction between object hypotheses plays a key role. In our method, we generate hypotheses for an object in the image and represent them as certainty distributions in the model-parameter space. We then propagate and reform hypotheses over time in turn. In addition, we bring about interaction between hypotheses to eliminate the hypotheses denoting false positives and, at the same time, to maintain the hypotheses denoting objects. This allows us to identify the one-to-one correspondence between hypotheses and objects in the image. Consequently, the system tracks multiple objects stably even if occlusions occur and the number of objects in the image changes during tracking. Experimental results show the effectiveness of our method. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | hypotheses / certainty / interaction / appearance model / multiple objects / tracking |
| Paper # | PRMU2001-93 |
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| Conference Information | |
| Committee | PRMU |
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| Conference Date | 2001/9/6(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 | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Multi-object Tracking Based on Interaction between Hypotheses with Certainty |
| Sub Title (in English) | |
| Keyword(1) | hypotheses |
| Keyword(2) | certainty |
| Keyword(3) | interaction |
| Keyword(4) | appearance model |
| Keyword(5) | multiple objects |
| Keyword(6) | tracking |
| 1st Author's Name | Akihiro Sugimoto |
| 1st Author's Affiliation | Graduate School of Informatics, Kyoto University() |
| 2nd Author's Name | Kiyotake Yachi |
| 2nd Author's Affiliation | Graduate School of Informatics, Kyoto University |
| 3rd Author's Name | Takashi Matsuyama |
| 3rd Author's Affiliation | Graduate School of Informatics, Kyoto University |
| Date | 2001/9/6 |
| Paper # | PRMU2001-93 |
| Volume (vol) | vol.101 |
| Number (no) | 302 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |