| Presentation | 2021-03-05 An approach for predicting traffic accidents at intersections with 360 degree panorama images Daiki Tanaka, Kiyoharu Aizawa, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this study, we used deep learning to predict traffic accidents. Traffic accidents are caused by a complex combination of various factors, and it is physically difficult to collect detailed data for each location. We investigated a new problem setting of determining whether a traffic accident occurs in the future using only a single 360 degree image of each location. Experimental results demonstrate that a deep neural network can predict traffic accident locations with an accuracy of more than 78%. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | 360 degree panorama images / Deep learning / Traffic accident prediction |
| Paper # | PRMU2020-97 |
| Date of Issue | 2021-02-25 (PRMU) |
| Conference Information | |
| Committee | PRMU / IPSJ-CVIM |
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| Conference Date | 2021/3/4(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Computer Vision and Pattern Recognition for specific environment |
| Chair | Yoichi Sato(Univ. of Tokyo) |
| Vice Chair | Akisato Kimura(NTT) / Masakazu Iwamura(Osaka Pref. Univ.) |
| Secretary | Akisato Kimura(Mobility Technologies) / Masakazu Iwamura(Chubu Univ.) |
| Assistant | Takashi Shibata(NTT) / Masashi Nishiyama(Tottori Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Pattern Recognition and Media Understanding / Special Interest Group on Computer Vision and Image Media |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | An approach for predicting traffic accidents at intersections with 360 degree panorama images |
| Sub Title (in English) | |
| Keyword(1) | 360 degree panorama images |
| Keyword(2) | Deep learning |
| Keyword(3) | Traffic accident prediction |
| 1st Author's Name | Daiki Tanaka |
| 1st Author's Affiliation | The University of Tokyo(The Univ. of Tokyo) |
| 2nd Author's Name | Kiyoharu Aizawa |
| 2nd Author's Affiliation | The University of Tokyo(The Univ. of Tokyo) |
| Date | 2021-03-05 |
| Paper # | PRMU2020-97 |
| Volume (vol) | vol.120 |
| Number (no) | PRMU-409 |
| Page | pp.pp.158-163(PRMU), |
| #Pages | 6 |
| Date of Issue | 2021-02-25 (PRMU) |