| Presentation | 2020-12-17 Vehicle detection using visualization of deep learning from in-vehicle night-time camera image Tatsuya Oyabu, Gosuke Ohashi, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We have been working on vehicle detection at night-time using deep learning. In general, the burden of creating correct labels for object detection is enormous compared to image classification. Therefore, we study a method for predicting the presence of vehicle on the road based on vehicle lights from the visualization results of image classification, which has a low cost of creating correct labels. In the conventional visualization methods, it is difficult to visualize small areas. Therefore, we propose a method inspired from the structure of an object detection model to visualize the task-driven small area in the scene. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Deep Learning / Vehicle Detection / Visualization / Classification |
| Paper # | PRMU2020-50 |
| Date of Issue | 2020-12-10 (PRMU) |
| Conference Information | |
| Committee | PRMU |
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| Conference Date | 2020/12/17(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Transfer learning and few shot learning |
| 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 |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Vehicle detection using visualization of deep learning from in-vehicle night-time camera image |
| Sub Title (in English) | |
| Keyword(1) | Deep Learning |
| Keyword(2) | Vehicle Detection |
| Keyword(3) | Visualization |
| Keyword(4) | Classification |
| 1st Author's Name | Tatsuya Oyabu |
| 1st Author's Affiliation | Shizuoka University(Shizuoka Univ.) |
| 2nd Author's Name | Gosuke Ohashi |
| 2nd Author's Affiliation | Shizuoka University(Shizuoka Univ.) |
| Date | 2020-12-17 |
| Paper # | PRMU2020-50 |
| Volume (vol) | vol.120 |
| Number (no) | PRMU-300 |
| Page | pp.pp.69-74(PRMU), |
| #Pages | 6 |
| Date of Issue | 2020-12-10 (PRMU) |