| Presentation | 2020-12-11 Study of Deep Learning based Object Detection for Automatic Train Operation in Railways Shiva Krishna Maheshuni, Shimura Takahiro, Yabuki Kohei, Hasegawa Takumi, Takeshi Mizuma, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Real time object detection is already being implemented in systems like autonomous driving in cars, surveillance Cameras, factories, etc. But a very little application is being done in the field of railways. There are already various State of the Art object detectors which are trained on general open source image datasets like Open-Images 2019, MS-COCO , etc. The same object detectors cannot be used in the view point of railways. The aim of this paper is to refine and develop a YOLOv4 Object detector , which can aid in automatic train operation. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Object DetectionConvolutional neural networks(CNN)Deep learningYOLOv4Automatic Train Operation |
| Paper # | DC2020-61 |
| Date of Issue | 2020-12-04 (DC) |
| Conference Information | |
| Committee | DC |
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| Conference Date | 2020/12/11(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Hiroshi Takahashi(Ehime Univ.) |
| Vice Chair | Tatsuhiro Tsuchiya(Osaka Univ.) |
| Secretary | Tatsuhiro Tsuchiya(Nihon Univ.) |
| Assistant | |
| Paper Information | |
| Registration To | Technical Committee on Dependable Computing |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Study of Deep Learning based Object Detection for Automatic Train Operation in Railways |
| Sub Title (in English) | |
| Keyword(1) | Object DetectionConvolutional neural networks(CNN)Deep learningYOLOv4Automatic Train Operation |
| 1st Author's Name | Shiva Krishna Maheshuni |
| 1st Author's Affiliation | University of Tokyo(UTokyo) |
| 2nd Author's Name | Shimura Takahiro |
| 2nd Author's Affiliation | Kyosan Electric Manufacturing Co., Ltd.(Kyosan Electric Mfg) |
| 3rd Author's Name | Yabuki Kohei |
| 3rd Author's Affiliation | Kyosan Electric Manufacturing Co., Ltd.(Kyosan Electric Mfg) |
| 4th Author's Name | Hasegawa Takumi |
| 4th Author's Affiliation | Kyosan Electric Manufacturing Co., Ltd.(Kyosan Electric Mfg) |
| 5th Author's Name | Takeshi Mizuma |
| 5th Author's Affiliation | University of Tokyo(UTokyo) |
| Date | 2020-12-11 |
| Paper # | DC2020-61 |
| Volume (vol) | vol.120 |
| Number (no) | DC-288 |
| Page | pp.pp.12-17(DC), |
| #Pages | 6 |
| Date of Issue | 2020-12-04 (DC) |