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Paper Abstract and Keywords
Presentation 2011-11-09 15:45
Gaussian FoE model with correlations among color components
Ryuta Murayama, Muneki Yasuda, Yuji Waizumi, Kazuyuki Tanaka (Tohoku Univ.) IBISML2011-58
Abstract (in Japanese) (See Japanese page) 
(in English) Color images consist of some color components such as RGB, YCbCr. They have been often treated independently in usual image filters.
However, it would be natural to consider correlations among color components in color images.
In this paper we design a new prior probability for color images, which can take correlations among color components into account, by extending a fields of experts model with a Gaussian distribution, called Gaussian fields of experts (GFoE), and by using machine learning techniques.
We show that our proposed model gives better results than a GFoE which does not take correlations among color components into account with the same order of computational cost.
Keyword (in Japanese) (See Japanese page) 
(in English) probabilistic image filter / image inpainting / Gaussian graphical model / fields of experts / machine learning / / /  
Reference Info. IEICE Tech. Rep., vol. 111, no. 275, IBISML2011-58, pp. 105-111, Nov. 2011.
Paper # IBISML2011-58 
Date of Issue 2011-11-02 (IBISML) 
ISSN Print edition: ISSN 0913-5685  Online edition: ISSN 2432-6380
Copyright
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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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Conference Information
Committee IBISML  
Conference Date 2011-11-09 - 2011-11-11 
Place (in Japanese) (See Japanese page) 
Place (in English) Nara Womens Univ. 
Topics (in Japanese) (See Japanese page) 
Topics (in English) The 14th IBIS workshop 
Paper Information
Registration To IBISML 
Conference Code 2011-11-IBISML 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Gaussian FoE model with correlations among color components 
Sub Title (in English)  
Keyword(1) probabilistic image filter  
Keyword(2) image inpainting  
Keyword(3) Gaussian graphical model  
Keyword(4) fields of experts  
Keyword(5) machine learning  
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1st Author's Name Ryuta Murayama  
1st Author's Affiliation Graduate School of Information Sciences, Tohoku University (Tohoku Univ.)
2nd Author's Name Muneki Yasuda  
2nd Author's Affiliation Graduate School of Information Sciences, Tohoku University (Tohoku Univ.)
3rd Author's Name Yuji Waizumi  
3rd Author's Affiliation Graduate School of Information Sciences, Tohoku University (Tohoku Univ.)
4th Author's Name Kazuyuki Tanaka  
4th Author's Affiliation Graduate School of Information Sciences, Tohoku University (Tohoku Univ.)
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Speaker
Date Time 2011-11-09 15:45:00 
Presentation Time 180 
Registration for IBISML 
Paper # IEICE-IBISML2011-58 
Volume (vol) IEICE-111 
Number (no) no.275 
Page pp.105-111 
#Pages IEICE-7 
Date of Issue IEICE-IBISML-2011-11-02 


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