| Presentation | 2016-01-22 A study on the detection of a pedestrian holding an umbrella with a Selective DPM Yuto Shimbo, Yasutomo Kawanishi, Daisuke Deguchi, Ichiro Ide, Hiroshi Murase, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In recent years, pedestrian detection from an in-vehicle camera has been attracting interest. However, in the case of a raining situation, there is a problem that the detection accuracy decreases because the head of a pedestrian tends to be occluded by an umbrella. In this report, as a variation of the deformable part models (DPM) which is widely used in the field of object recognition, we propose ``Selective DPM'' which selectively chooses the original part filters and additional part filters trained independently. In the detection of a pedestrian holding an umbrella, the selection of head and umbrella parts will make pedestrian detection more robust to the occlusion. We conducted experiments to evaluate the performance of the proposed method. As a result, pedestrian detection with the Selective DPM achieved high detection accuracy in raining situations, compared with the detection by conventional DPM. Moreover, we confirmed that it does not affect the pedestrian detection accuracy in fine weather. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Pedestrian detection / Rain / DPM / Parts selection |
| Paper # | PRMU2015-123,MVE2015-45 |
| Date of Issue | 2016-01-14 (PRMU, MVE) |
| Conference Information | |
| Committee | PRMU / IPSJ-CVIM / MVE |
|---|---|
| Conference Date | 2016/1/21(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Eisaku Maeda(NTT) / / Minoru Kobayashi(Meiji Univ.) |
| Vice Chair | Shuji Senda(NEC) / Seiichi Uchida(Kyushu Univ.) / / Yoshinari Kameda(Univ. of Tsukuba) |
| Secretary | Shuji Senda(Mie Univ.) / Seiichi Uchida(DENSO IT Lab.) / / Yoshinari Kameda(Keio Univ.) |
| Assistant | Kazuaki Kondo(Kyoto Univ.) / Akisato Kimura(NTT) / / Reiko Ueoka(Kyushu Univ.) / Masaaki Iiyama(Kyoto Univ.) / Atsunobu Kimura(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Pattern Recognition and Media Understanding / Special Interest Group on Computer Vision and Image Media / Technical Committee on Multimedia and Virtual Environment |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A study on the detection of a pedestrian holding an umbrella with a Selective DPM |
| Sub Title (in English) | |
| Keyword(1) | Pedestrian detection |
| Keyword(2) | Rain |
| Keyword(3) | DPM |
| Keyword(4) | Parts selection |
| 1st Author's Name | Yuto Shimbo |
| 1st Author's Affiliation | Nagoya University(Nagoya Univ.) |
| 2nd Author's Name | Yasutomo Kawanishi |
| 2nd Author's Affiliation | Nagoya University(Nagoya Univ.) |
| 3rd Author's Name | Daisuke Deguchi |
| 3rd Author's Affiliation | Nagoya University(Nagoya Univ.) |
| 4th Author's Name | Ichiro Ide |
| 4th Author's Affiliation | Nagoya University(Nagoya Univ.) |
| 5th Author's Name | Hiroshi Murase |
| 5th Author's Affiliation | Nagoya University(Nagoya Univ.) |
| Date | 2016-01-22 |
| Paper # | PRMU2015-123,MVE2015-45 |
| Volume (vol) | vol.115 |
| Number (no) | PRMU-414,MVE-415 |
| Page | pp.pp.163-168(PRMU), pp.163-168(MVE), |
| #Pages | 6 |
| Date of Issue | 2016-01-14 (PRMU, MVE) |