| Paper Abstract and Keywords |
| Presentation |
2018-09-21 13:50
Multi-modal image registration based on local mutual information Hiroaki Tani, Toshikazu Wada (Wakayama Univ) PRMU2018-65 IBISML2018-42 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In recent years, various types of images having different modality from visible-light images, such as infrared images, depth images, and so on, are widely used for specific tasks. Compared with visible light images, these images of the same scene have different intensities and gradient directions. Such features are not suitable for image registration. A representative multi-modal image registration proposed so far is based on mutual information between pixel values. This method maximizes mutual information between pixel values of two images. However, this method fails for image pairs having completely different modalities, such as thermal and visible-light images. This is because the pixel values between two images do not have one-to-one correspondence. For solving this problem, we propose an image registration method that maximizes ‘local mutual information’, which is the sum of mutual information values computed for local image blocks. This method is based on the observation that the one-to-one pixel value correspondence can stand for local image blocks. Through image registration experiments between visible-light image and FIR/depth images, we confirmed that our method works better than the mutual-information based method. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Local mutual information / multi-modal images / registration / mutual information / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 118, no. 219, PRMU2018-65, pp. 207-212, Sept. 2018. |
| Paper # |
PRMU2018-65 |
| Date of Issue |
2018-09-13 (PRMU, IBISML) |
| 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 |
PRMU2018-65 IBISML2018-42 |
| Conference Information |
| Committee |
PRMU IBISML IPSJ-CVIM |
| Conference Date |
2018-09-20 - 2018-09-21 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
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| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
PRMU |
| Conference Code |
2018-09-PRMU-IBISML-CVIM |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Multi-modal image registration based on local mutual information |
| Sub Title (in English) |
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| Keyword(1) |
Local mutual information |
| Keyword(2) |
multi-modal images |
| Keyword(3) |
registration |
| Keyword(4) |
mutual information |
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| 1st Author's Name |
Hiroaki Tani |
| 1st Author's Affiliation |
Wakayama University (Wakayama Univ) |
| 2nd Author's Name |
Toshikazu Wada |
| 2nd Author's Affiliation |
Wakayama University (Wakayama Univ) |
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| Speaker |
Author-1 |
| Date Time |
2018-09-21 13:50:00 |
| Presentation Time |
10 minutes |
| Registration for |
PRMU |
| Paper # |
PRMU2018-65, IBISML2018-42 |
| Volume (vol) |
vol.118 |
| Number (no) |
no.219(PRMU), no.220(IBISML) |
| Page |
pp.207-212 |
| #Pages |
6 |
| Date of Issue |
2018-09-13 (PRMU, IBISML) |