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Paper Abstract and Keywords
Presentation 2013-01-24 11:10
depth estimation from microscopic images using Bayesian inference
Yasuhiro Imoto, Shin-ichi Maeda, Shin Ishii (Kyoto Univ.) NLP2012-109 NC2012-99
Abstract (in Japanese) (See Japanese page) 
(in English) In cellular biology, it is important to know 3D cellular shape to understand the cellular function. However, existing microscopic technology cannot attain high-resolution 3D reconstruction especially when live cell imaging. This study aims to present a statistical method to estimate the 3D shape of target objects from multiple 2D microscopic observations. We estimate the depth with higher resolution than the resolution of observations. Labels and label-based prior knowledge are introduced to improve the estimation. In simulations using artificial images, our method can estimate both of the super-resolved image and the object’s depth such to integrate multiple 2D observed images.
Keyword (in Japanese) (See Japanese page) 
(in English) microscopic image processing / depth estimation / super-resolution / Bayesian inference / / / /  
Reference Info. IEICE Tech. Rep., vol. 112, no. 390, NC2012-99, pp. 31-36, Jan. 2013.
Paper # NC2012-99 
Date of Issue 2013-01-17 (NLP, NC) 
ISSN Print edition: ISSN 0913-5685    Online edition: ISSN 2432-6380
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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 NC NLP  
Conference Date 2013-01-24 - 2013-01-25 
Place (in Japanese) (See Japanese page) 
Place (in English) Hokkaido University Centennial Memory Hall 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To NC 
Conference Code 2013-01-NC-NLP 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) depth estimation from microscopic images using Bayesian inference 
Sub Title (in English)  
Keyword(1) microscopic image processing  
Keyword(2) depth estimation  
Keyword(3) super-resolution  
Keyword(4) Bayesian inference  
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1st Author's Name Yasuhiro Imoto  
1st Author's Affiliation Kyoto University (Kyoto Univ.)
2nd Author's Name Shin-ichi Maeda  
2nd Author's Affiliation Kyoto University (Kyoto Univ.)
3rd Author's Name Shin Ishii  
3rd Author's Affiliation Kyoto University (Kyoto Univ.)
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Speaker Author-1 
Date Time 2013-01-24 11:10:00 
Presentation Time 20 minutes 
Registration for NC 
Paper # NLP2012-109, NC2012-99 
Volume (vol) vol.112 
Number (no) no.389(NLP), no.390(NC) 
Page pp.31-36 
#Pages
Date of Issue 2013-01-17 (NLP, NC) 


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