| Presentation | 2010-09-05 Improvement in Human Detection by Generation Addition Training of Human Silhouette Naoya KOUKETSU, Yuji YAMAUCHI, Hironobu FUJIYOSHI, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | An object detection method that involves additional learning with a training sample generated by a 3-D human model is proposed. In general human detection, the environment collection of the training sample may differ greatly from the detection environment, resulting in low detection accuracy. In the proposed method, a general classifier is learned in advance, and then camera position, a background image, and other such information on the detection environment is input to generate training samples that are specialized for that environment for use in additional training. That makes it possible to learn a final classifier that is specific to a particular environment. The results of evaluation experiments show that the proposed method increased the detection rate by 13.8% relative to a training method that used the INRIA Person Dataset, with a FPPW of 0.01. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Human detection / Generation addition training / Human silhouette |
| Paper # | PRMU2010-70,IBISML2010-42 |
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| Conference Information | |
| Committee | PRMU |
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| Conference Date | 2010/8/29(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
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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) | Improvement in Human Detection by Generation Addition Training of Human Silhouette |
| Sub Title (in English) | |
| Keyword(1) | Human detection |
| Keyword(2) | Generation addition training |
| Keyword(3) | Human silhouette |
| 1st Author's Name | Naoya KOUKETSU |
| 1st Author's Affiliation | Chubu University() |
| 2nd Author's Name | Yuji YAMAUCHI |
| 2nd Author's Affiliation | Chubu University |
| 3rd Author's Name | Hironobu FUJIYOSHI |
| 3rd Author's Affiliation | Chubu University |
| Date | 2010-09-05 |
| Paper # | PRMU2010-70,IBISML2010-42 |
| Volume (vol) | vol.110 |
| Number (no) | 187 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |