| Paper Abstract and Keywords |
| Presentation |
2012-01-20 11:10
Detecting Pedestrians in Night View using HOG and NFTG with Geometric Constraints Hiroki Maebuchi, Haiyuan Wu, Toshikazu Wada (Wakayama Univ) PRMU2011-175 MVE2011-84 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This paper proposes a method for detecting pedestrians on the road in night view using HOG, NFTG and the geometric constraints that pedestrians stand or walk on the road. The vanishing point of the road is estimated from the white lines on the road using particle filter and Hough transform. The vanishing point is used to predict the size of the pedestrian when whose position is given, thus brings the effect of reducing the processing time and the false detection. A new method called “Integral-Ni-HOG” (or INi-HOG) for calculating HOG for near-infrared images fast is proposed. The Hausdorff distance between the pedestrian candidate regions and the pedestrian model is used for the verification of each pedestrian candidate region in the image. NFTG is used to describe the relations between each pedestrian model in order to reduce the number of times of pedestrian models being used for verifying each pedestrian candidate region. The experiments using real images show that this method is 15 times faster and the false detection rate is lowered by about 50% compared the conventional method based on HOG. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Detecting Pedestrians in Night View / Near-infrared / INi-HOG / NFTG / geometric constraints / Hausdorff Distance / / |
| Reference Info. |
IEICE Tech. Rep., vol. 111, no. 379, PRMU2011-175, pp. 291-296, Jan. 2012. |
| Paper # |
PRMU2011-175 |
| Date of Issue |
2012-01-12 (PRMU, MVE) |
| 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 |
PRMU2011-175 MVE2011-84 |
| Conference Information |
| Committee |
PRMU MVE CQ IPSJ-CVIM |
| Conference Date |
2012-01-19 - 2012-01-20 |
| 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 |
2012-01-PRMU-MVE-CQ-CVIM |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Detecting Pedestrians in Night View using HOG and NFTG with Geometric Constraints |
| Sub Title (in English) |
|
| Keyword(1) |
Detecting Pedestrians in Night View |
| Keyword(2) |
Near-infrared |
| Keyword(3) |
INi-HOG |
| Keyword(4) |
NFTG |
| Keyword(5) |
geometric constraints |
| Keyword(6) |
Hausdorff Distance |
| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Hiroki Maebuchi |
| 1st Author's Affiliation |
Wakayama University (Wakayama Univ) |
| 2nd Author's Name |
Haiyuan Wu |
| 2nd Author's Affiliation |
Wakayama University (Wakayama Univ) |
| 3rd Author's Name |
Toshikazu Wada |
| 3rd Author's Affiliation |
Wakayama University (Wakayama Univ) |
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| Speaker |
Author-1 |
| Date Time |
2012-01-20 11:10:00 |
| Presentation Time |
30 minutes |
| Registration for |
PRMU |
| Paper # |
PRMU2011-175, MVE2011-84 |
| Volume (vol) |
vol.111 |
| Number (no) |
no.379(PRMU), no.380(MVE) |
| Page |
pp.291-296 |
| #Pages |
6 |
| Date of Issue |
2012-01-12 (PRMU, MVE) |