| Paper Abstract and Keywords |
| Presentation |
2008-12-19 10:00
Cascaded Traffic Sign Detector Using Generative Learning Considering Color Variance Keisuke Doman, Daisuke Deguchi (Nagoya Univ.), Tomokazu Takahashi (Gifu Shotoku Gakuen Univ.), Yoshito Mekada (Chukyo Univ.), Ichiro Ide, Hiroshi Murase (Nagoya Univ.) PRMU2008-170 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
A robust and real-time detection of traffic signs is important to support safe-driving.
Viola et al. have proposed a robust and extremely rapid object detection method based on cascaded classifiers.
In this paper, we propose a boosted cascade method for traffic sign detection using a generative learning technique considering color variance.
The advantage of our method is that it greatly reduces the cost of collecting a massive number of traffic sign images for learning.
Furthermore, by considering the use of color models such as discoloration, reflection and shadow, in the learning process, we can obtain several effective color features and then use them for detecting traffic signs.
Experimental results of detecting traffic signs showed the effectiveness of our method. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Generative Learning Method / Cascaded Classifiers / Color Variance / Sign Detection / Car-mounted Camera / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 108, no. 363, PRMU2008-170, pp. 135-140, Dec. 2008. |
| Paper # |
PRMU2008-170 |
| Date of Issue |
2008-12-11 (PRMU) |
| 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 |
PRMU2008-170 |
| Conference Information |
| Committee |
PRMU |
| Conference Date |
2008-12-18 - 2008-12-19 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Kumamoto Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
PRMU |
| Conference Code |
2008-12-PRMU |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Cascaded Traffic Sign Detector Using Generative Learning Considering Color Variance |
| Sub Title (in English) |
|
| Keyword(1) |
Generative Learning Method |
| Keyword(2) |
Cascaded Classifiers |
| Keyword(3) |
Color Variance |
| Keyword(4) |
Sign Detection |
| Keyword(5) |
Car-mounted Camera |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Keisuke Doman |
| 1st Author's Affiliation |
Nagoya University (Nagoya Univ.) |
| 2nd Author's Name |
Daisuke Deguchi |
| 2nd Author's Affiliation |
Nagoya University (Nagoya Univ.) |
| 3rd Author's Name |
Tomokazu Takahashi |
| 3rd Author's Affiliation |
Gifu Shotoku Gakuen University (Gifu Shotoku Gakuen 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 |
2008-12-19 10:00:00 |
| Presentation Time |
30 minutes |
| Registration for |
PRMU |
| Paper # |
PRMU2008-170 |
| Volume (vol) |
vol.108 |
| Number (no) |
no.363 |
| Page |
pp.135-140 |
| #Pages |
6 |
| Date of Issue |
2008-12-11 (PRMU) |