Paper Abstract and Keywords |
Presentation |
2017-06-01 10:30
Image Regularization with Morphological Gradient Priors Using Optimization of Structure Element Shoya Oohara, Yuudai Ikeshita, Mitsuji Muneyasu, Soh Yoshida (Kansai Univ.), Makoto Nakashizuka (C.I.T) SIS2017-3 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
An image restoration method based on morphological gradients has been proposed. In this method, the sum of the morphological gradients has been introduced as an image prior in the regularization method and it is pointed out that possibility to select the structural elements suitable for image restoration. Therefore, in this paper, we propose a method to solve the regularization problem of images by optimizing the structural elements used for the morphological gradient. The genetic algorithm (GA) is applied to the optimization of the structural elements. The sub-gradient method which is one of the convex optimization is used for solving the regularization problem. In order to confirm the effectiveness of the proposed method, the restoration result obtained by the proposed method is compared with that of the three structural elements. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
morphology / morphological gradients / regularization / image restoration / genetic algorithm / sub-gradient method / / |
Reference Info. |
IEICE Tech. Rep., vol. 117, no. 70, SIS2017-3, pp. 13-18, June 2017. |
Paper # |
SIS2017-3 |
Date of Issue |
2017-05-25 (SIS) |
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) |
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SIS2017-3 |
Conference Information |
Committee |
SIS |
Conference Date |
2017-06-01 - 2017-06-02 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Housen-Sou (Beppu) |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Smart Personal Systems, etc. |
Paper Information |
Registration To |
SIS |
Conference Code |
2017-06-SIS |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Image Regularization with Morphological Gradient Priors Using Optimization of Structure Element |
Sub Title (in English) |
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Keyword(1) |
morphology |
Keyword(2) |
morphological gradients |
Keyword(3) |
regularization |
Keyword(4) |
image restoration |
Keyword(5) |
genetic algorithm |
Keyword(6) |
sub-gradient method |
Keyword(7) |
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Keyword(8) |
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1st Author's Name |
Shoya Oohara |
1st Author's Affiliation |
Kansai University (Kansai Univ.) |
2nd Author's Name |
Yuudai Ikeshita |
2nd Author's Affiliation |
Kansai University (Kansai Univ.) |
3rd Author's Name |
Mitsuji Muneyasu |
3rd Author's Affiliation |
Kansai University (Kansai Univ.) |
4th Author's Name |
Soh Yoshida |
4th Author's Affiliation |
Kansai University (Kansai Univ.) |
5th Author's Name |
Makoto Nakashizuka |
5th Author's Affiliation |
Chiba Institute of Technology (C.I.T) |
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Speaker |
Author-1 |
Date Time |
2017-06-01 10:30:00 |
Presentation Time |
20 minutes |
Registration for |
SIS |
Paper # |
SIS2017-3 |
Volume (vol) |
vol.117 |
Number (no) |
no.70 |
Page |
pp.13-18 |
#Pages |
6 |
Date of Issue |
2017-05-25 (SIS) |
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