| Presentation | 2022-12-14 A Study on Identification of Bicycle Riding Environment by Image Segmentation and Transfer Learning Hiroaki Arai, Tetsuya Manabe, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper examines the identification of the bicycle riding environment by image segmentation and transfer learning. We experiment on three different riding routes and compare four identification of bicycle riding environment algorithms. Transfer learning for an open-source pre-trained model improves the segmentation accuracy of sidewalk viewpoint images. Due to this, our riding environment identification system enables identify sidewalk riding. The ROI (Region of Interest) expansion identification algorithm, that is, one of the algorithms we proposed, achieves more than 90% correct for roadways and more than 95% correct for sidewalks. These results show the effectiveness of the ROI expansion identification algorithm and the versatility of the riding environment identification system. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Bicycle / Illegal Riding / Riding on the Sidewalk / Image Segmentation |
| Paper # | WBS2022-54,ITS2022-30,RCC2022-54 |
| Date of Issue | 2022-12-06 (WBS, ITS, RCC) |
| Conference Information | |
| Committee | RCC / ITS / WBS |
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| Conference Date | 2022/12/13(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Ritsumeikan Univ. BKC |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Shunichi Azuma(Nagoya Univ.) / Masahiro Fujii(Utsunomiya Univ.) / Takashi Shono(INTEL) |
| Vice Chair | Shunichi Azuma(Hokkaido Univ.) / Koji Ishii(Kagawa Univ.) / Kohei Ohno(Meiji Univ.) / Naohisa Hashimoto(AIST) / Hiroyasu Ishikawa(Nihon Univ.) / Hideki Ochiai(Yokohama National Univ.) |
| Secretary | Shunichi Azuma(CRIEPI) / Koji Ishii(Ritsumeikan Univ.) / Kohei Ohno(Toyama Prefectural Univ.) / Naohisa Hashimoto(NIT, Tsuruoka College) / Hiroyasu Ishikawa(Okayama Prefectural Univ.) / Hideki Ochiai(Chiba Univ. of Tech.) |
| Assistant | SHAN LIN(NICT) / Ryosuke Adachi(Yamaguchi Univ.) / Msataka Imao(Mitsubishi Electric) / Taishi Swabe(NAIST) / Keiji Jimi(Gunma Univ.) / Sun Ran(Ibaraki Univ.) / Chen Na(NAIST) |
| Paper Information | |
| Registration To | Technical Committee on Reliable Communication and Control / Technical Committee on Intelligent Transport Systems Technology / Technical Committee on Wideband System |
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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 Identification of Bicycle Riding Environment by Image Segmentation and Transfer Learning |
| Sub Title (in English) | |
| Keyword(1) | Bicycle |
| Keyword(2) | Illegal Riding |
| Keyword(3) | Riding on the Sidewalk |
| Keyword(4) | Image Segmentation |
| 1st Author's Name | Hiroaki Arai |
| 1st Author's Affiliation | Saitama University(Saitama Univ.) |
| 2nd Author's Name | Tetsuya Manabe |
| 2nd Author's Affiliation | Saitama University(Saitama Univ.) |
| Date | 2022-12-14 |
| Paper # | WBS2022-54,ITS2022-30,RCC2022-54 |
| Volume (vol) | vol.122 |
| Number (no) | WBS-307,ITS-308,RCC-309 |
| Page | pp.pp.108-113(WBS), pp.108-113(ITS), pp.108-113(RCC), |
| #Pages | 6 |
| Date of Issue | 2022-12-06 (WBS, ITS, RCC) |