Paper Abstract and Keywords |
Presentation |
2010-09-05 17:00
Improvement in Human Detection by Generation Addition Training of Human Silhouette Naoya Kouketsu, Yuji Yamauchi, Hironobu Fujiyoshi (Chubu Univ.) PRMU2010-70 IBISML2010-42 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
An object detection method that involves additional learning with a training sample generated by a 3-D human model is proposed. In general human detection, the environment collection of the training sample may differ greatly from the detection environment, resulting in low detection accuracy. In the proposed method, a general classifier is learned in advance, and then camera position, a background image, and other such information on the detection environment is input to generate training samples that are specialized for that environment for use in additional training. That makes it possible to learn a final classifier that is specific to a particular environment. The results of evaluation experiments show that the proposed method increased the detection rate by 13.8% relative to a training method that used the INRIA Person Dataset, with a FPPW of 0.01. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Human detection / Generation addition training / Human silhouette / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 110, no. 187, PRMU2010-70, pp. 99-104, Sept. 2010. |
Paper # |
PRMU2010-70 |
Date of Issue |
2010-08-29 (PRMU, IBISML) |
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 |
PRMU2010-70 IBISML2010-42 |
Conference Information |
Committee |
IBISML PRMU IPSJ-CVIM |
Conference Date |
2010-09-05 - 2010-09-06 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Fukuoka Univ. |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Machine learning and optimization for computer vision and pattern recognition, etc. |
Paper Information |
Registration To |
PRMU |
Conference Code |
2010-09-IBISML-PRMU-CVIM |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Improvement in Human Detection by Generation Addition Training of Human Silhouette |
Sub Title (in English) |
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Keyword(1) |
Human detection |
Keyword(2) |
Generation addition training |
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Human silhouette |
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1st Author's Name |
Naoya Kouketsu |
1st Author's Affiliation |
Chubu University (Chubu Univ.) |
2nd Author's Name |
Yuji Yamauchi |
2nd Author's Affiliation |
Chubu University (Chubu Univ.) |
3rd Author's Name |
Hironobu Fujiyoshi |
3rd Author's Affiliation |
Chubu University (Chubu Univ.) |
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Speaker |
Author-1 |
Date Time |
2010-09-05 17:00:00 |
Presentation Time |
30 minutes |
Registration for |
PRMU |
Paper # |
PRMU2010-70, IBISML2010-42 |
Volume (vol) |
vol.110 |
Number (no) |
no.187(PRMU), no.188(IBISML) |
Page |
pp.99-104 |
#Pages |
6 |
Date of Issue |
2010-08-29 (PRMU, IBISML) |
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