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Paper Abstract and Keywords
Presentation 2013-11-07 15:50
Improvement of pancreas segmentation algorithm from multi-phase CT volumes
Hidefumi Watanabe, Akinobu Shimizu (Tokyo Univ. of Agriculture and Tech.), Shigeru Nawano (International Univ. of Health and Welfare) MI2013-54
Abstract (in Japanese) (See Japanese page) 
(in English) This paper proposes a method for improving a conditional probabilistic atlas(PA) with a condition of rough segmentation so as to improve a pancreas segmentation algorithm from multi-contrast-phase abdominal CT volumes. The conventional conditional PA suffered from low performance caused by the inappropriate rough segmentation result that was served as a condition of the PA. We present a novel conditional PA with additional conditions of manual landmarks located at head and tail of a pancreas where the performance of the previous method was low. Lasso algorithm is employed to select labels from a dictionary that resemble to the pancreas in a given test CT volume. A conditional PA is constructed from the selected labels and the pancreas is extracted based on maximum a posteriori scheme with the conditional PA. This paper describes results of applying the algorithm trained from four contrast phase abdominal CT volumes of 70 training cases to 14 test cases that showed lowest performance among 70 testing cases in our previous study followed by the discussion of the effectiveness of the novel conditional PA.
Keyword (in Japanese) (See Japanese page) 
(in English) CT image / pancreas / segmentation / probabilistic atlas / manual input landmarks / sparse / Lasso /  
Reference Info. IEICE Tech. Rep., vol. 113, no. 281, MI2013-54, pp. 45-50, Nov. 2013.
Paper # MI2013-54 
Date of Issue 2013-10-31 (MI) 
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. (No. 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034)
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Conference Information
Committee MI  
Conference Date 2013-11-07 - 2013-11-07 
Place (in Japanese) (See Japanese page) 
Place (in English)  
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To MI 
Conference Code 2013-11-MI 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Improvement of pancreas segmentation algorithm from multi-phase CT volumes 
Sub Title (in English)  
Keyword(1) CT image  
Keyword(2) pancreas  
Keyword(3) segmentation  
Keyword(4) probabilistic atlas  
Keyword(5) manual input landmarks  
Keyword(6) sparse  
Keyword(7) Lasso  
Keyword(8)  
1st Author's Name Hidefumi Watanabe  
1st Author's Affiliation Tokyo University of Agriculture and Technology (Tokyo Univ. of Agriculture and Tech.)
2nd Author's Name Akinobu Shimizu  
2nd Author's Affiliation Tokyo University of Agriculture and Technology (Tokyo Univ. of Agriculture and Tech.)
3rd Author's Name Shigeru Nawano  
3rd Author's Affiliation International University of Health and Welfare (International Univ. of Health and Welfare)
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Speaker
Date Time 2013-11-07 15:50:00 
Presentation Time 30 
Registration for MI 
Paper # IEICE-MI2013-54 
Volume (vol) IEICE-113 
Number (no) no.281 
Page pp.45-50 
#Pages IEICE-6 
Date of Issue IEICE-MI-2013-10-31 


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