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| Presentation | 2011-05-20 11:00 Prediction of driving behavior using driver's gaze information Tatsuki Kamisaka, Masafumi Noda, Daisuke Deguchi (Nagoya Univ.), Yoshito Mekada (Chukyo Univ.), Ichiro Ide, Hiroshi Murase (Nagoya Univ.)  IE2011-27 PRMU2011-19 MI2011-19 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | In recent years, driving assistance systems based on the prediction of driving behavior are becoming important for safe driving. A driver typically drives a vehicle following the procedure of recognition, decision and operation. Because a driver mainly recognizes the outside world from visual information, the gaze information will reflect the driver’s behavior earlier than the information obtained from the vehicle. Therefore, we propose a method of predicting a driving behavior using the driver’s gaze information. This method tries to predict six behaviors: left turn, right turn, lane change from right to left, lane change from left to right, going straight at a traffic intersection and stopping for a red light. The proposed method consists of two phases, namely, learning phase and predicting phase. In the learning phase, the method extracts features from gaze information and constructs a SVM classifier.Then, the method extracts the features from gaze information during driving, and predict the driving behavior using the constructed classifier. We evaluated the method with the gaze information obtained on an open road, and we confirmed its effectiveness. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Prediction of driving behavior / Gaze information / / / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 111, no. 48, PRMU2011-19, pp. 105-110, May 2011. | |
| Paper # | PRMU2011-19 | |
| Date of Issue | 2011-05-12 (IE, PRMU, MI) | |
| ISSN | Print edition: ISSN 0913-5685 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 | IE2011-27 PRMU2011-19 MI2011-19 |
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| Conference Information | |
| Committee | PRMU MI IE |
| Conference Date | 2011-05-19 - 2011-05-20 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | PRMU |
| Conference Code | 2011-05-PRMU-MI-IE |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Prediction of driving behavior using driver's gaze information |
| Sub Title (in English) | |
| Keyword(1) | Prediction of driving behavior |
| Keyword(2) | Gaze information |
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| 1st Author's Name | Tatsuki Kamisaka |
| 1st Author's Affiliation | Nagoya University (Nagoya Univ.) |
| 2nd Author's Name | Masafumi Noda |
| 2nd Author's Affiliation | Nagoya University (Nagoya Univ.) |
| 3rd Author's Name | Daisuke Deguchi |
| 3rd Author's Affiliation | Nagoya University (Nagoya Univ.) |
| 4th Author's Name | Yoshito Mekada |
| 4th Author's Affiliation | Chukyo University (Chukyo Univ.) |
| 5th Author's Name | Ichiro Ide |
| 5th Author's Affiliation | Nagoya University (Nagoya Univ.) |
| 6th Author's Name | Hiroshi Murase |
| 6th Author's Affiliation | Nagoya University (Nagoya Univ.) |
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| Speaker | Author-1 |
| Date Time | 2011-05-20 11:00:00 |
| Presentation Time | 30 minutes |
| Registration for | PRMU |
| Paper # | IE2011-27, PRMU2011-19, MI2011-19 |
| Volume (vol) | vol.111 |
| Number (no) | no.47(IE), no.48(PRMU), no.49(MI) |
| Page | pp.105-110 |
| #Pages | 6 |
| Date of Issue | 2011-05-12 (IE, PRMU, MI) |
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