| Presentation | 2010-03-05 A Study on Improving Human Detection Using HOG Descriptor Yusuke MURASE, Sho MIURA, Hiroyuki TSUJI, Tomoaki KIMURA, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We studied Dalal's algorithm, one of the most reliable human detection algorithm that uses HOG features to classify detection windows into human or non-human category with SVM, and made some proposals to improve its detection ability. We first adjusted the ratio of positive and negative window and then introduced window map operation to reduce a large number of misdetected windows as human. Experimental results show that the proposed method is effective to eliminate misdetected windows and to choose a single window from multiply detected windows for the same human object. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Human Detection / HOG Descriptor / SVM / Window Map / Connected Component Labeling |
| Paper # | SIS2009-68 |
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| Conference Information | |
| Committee | SIS |
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| Conference Date | 2010/2/25(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 | Smart Info-Media Systems (SIS) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Study on Improving Human Detection Using HOG Descriptor |
| Sub Title (in English) | |
| Keyword(1) | Human Detection |
| Keyword(2) | HOG Descriptor |
| Keyword(3) | SVM |
| Keyword(4) | Window Map |
| Keyword(5) | Connected Component Labeling |
| 1st Author's Name | Yusuke MURASE |
| 1st Author's Affiliation | Faculty of Information Technology, Kanagawa Institute of Technology() |
| 2nd Author's Name | Sho MIURA |
| 2nd Author's Affiliation | Faculty of Information Technology, Kanagawa Institute of Technology |
| 3rd Author's Name | Hiroyuki TSUJI |
| 3rd Author's Affiliation | Faculty of Information Technology, Kanagawa Institute of Technology |
| 4th Author's Name | Tomoaki KIMURA |
| 4th Author's Affiliation | Faculty of Information Technology, Kanagawa Institute of Technology |
| Date | 2010-03-05 |
| Paper # | SIS2009-68 |
| Volume (vol) | vol.109 |
| Number (no) | 447 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |