| Presentation | 2022-03-11 Gaze Estimation for a Driving Simulator Using Machine Learning Takayuki Furukawa, Yuji Matsuki, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Several studies have been conducted on gaze estimation in driving simulators due to the widespread attention it has attracted. However, peculiar issues with accuracy and measurable range still abound. Herein, we propose a new method that combines machine learning with the face images of the driver captured using three cameras. The proposed method used dataset collection, preprocessing, and machine learning using a neural network. Additionally, we evaluated the accuracy of the proposed method via an experiment. The measurable range was approximately 160° and the mean Euclidean error over the evaluation data, which was collected on a driving simulator, was approximately 3.83°. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Gaze estimation / Machine learning / Convolutional neural network / Driving simulator |
| Paper # | ITS2021-70 |
| Date of Issue | 2022-03-04 (ITS) |
| Conference Information | |
| Committee | ITS / IEE-ITS |
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| Conference Date | 2022/3/11(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Information Processing for ITS, etc. |
| Chair | Masahiro Fujii(Utsunomiya Univ.) / Hiroyuki Hosono(Nihon Univ.) |
| Vice Chair | Kohei Ohno(Meiji Univ.) / Naohisa Hashimoto(AIST) |
| Secretary | Kohei Ohno(Akita Prefectural Univ.) / Naohisa Hashimoto(NIT, Tsuruoka College) / (Nagoya Electric Works) |
| Assistant | Msataka Imao(Mitsubishi Electric) / Kenshi Saho(Toyama Prefectural Univ.) / Keiji Jimi(Gunma Univ.) / Tou Lin(Nihon Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Intelligent Transport Systems Technology / Technical Meeting on Intelligent Transport Systems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Gaze Estimation for a Driving Simulator Using Machine Learning |
| Sub Title (in English) | |
| Keyword(1) | Gaze estimation |
| Keyword(2) | Machine learning |
| Keyword(3) | Convolutional neural network |
| Keyword(4) | Driving simulator |
| 1st Author's Name | Takayuki Furukawa |
| 1st Author's Affiliation | Fukuoka Institute of Technology(FIT) |
| 2nd Author's Name | Yuji Matsuki |
| 2nd Author's Affiliation | Fukuoka Institute of Technology(FIT) |
| Date | 2022-03-11 |
| Paper # | ITS2021-70 |
| Volume (vol) | vol.121 |
| Number (no) | ITS-436 |
| Page | pp.pp.38-43(ITS), |
| #Pages | 6 |
| Date of Issue | 2022-03-04 (ITS) |