Paper Abstract and Keywords |
Presentation |
2022-03-11 14:40
Gaze Estimation for a Driving Simulator Using Machine Learning Takayuki Furukawa, Yuji Matsuki (FIT) ITS2021-70 |
Abstract |
(in Japanese) |
(See Japanese page) |
(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) |
(in English) |
Gaze estimation / Machine learning / Convolutional neural network / Driving simulator / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 121, no. 436, ITS2021-70, pp. 38-43, March 2022. |
Paper # |
ITS2021-70 |
Date of Issue |
2022-03-04 (ITS) |
ISSN |
Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
Download PDF |
ITS2021-70 |
Conference Information |
Committee |
ITS IEE-ITS |
Conference Date |
2022-03-11 - 2022-03-11 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Online |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Information Processing for ITS, etc. |
Paper Information |
Registration To |
ITS |
Conference Code |
2022-03-ITS-ITS |
Language |
Japanese |
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) |
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Gaze estimation |
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Machine learning |
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Convolutional neural network |
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Driving simulator |
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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) |
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Speaker |
Author-1 |
Date Time |
2022-03-11 14:40:00 |
Presentation Time |
25 minutes |
Registration for |
ITS |
Paper # |
ITS2021-70 |
Volume (vol) |
vol.121 |
Number (no) |
no.436 |
Page |
pp.38-43 |
#Pages |
6 |
Date of Issue |
2022-03-04 (ITS) |
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