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Paper Abstract and Keywords
Presentation 2020-12-22 13:30
A Segmentation Algorithm Based on Capsule Network Using Attention Routing
Reo Sakairi, Qiu Chen (Kogakuin Univ.) HIP2020-57
Abstract (in Japanese) (See Japanese page) 
(in English) In recent years, in order to detect cancer cells from X-ray images, researches on segmentation using deep learning technology have been actively carried out. As a representative method, a segmentation architecture SegCaps using the capsule network has been proposed, which improves the deficiencies of the convolutional neural network (CNN). In this paper, we propose a novel segmentation algorithm that applies attention routing proven to be effective in the recognition model to SegCaps to improve accuracy. The experimental results of comparing the accuracy of the output image and mask image with the Dice coefficient and Jaccard coefficient show that the changed SegCaps value is higher and the accuracy is improved
Keyword (in Japanese) (See Japanese page) 
(in English) Capsule Network / Segmentation / SegCaps / Attention Routing / / / /  
Reference Info. IEICE Tech. Rep., vol. 120, no. 306, HIP2020-57, pp. 20-24, Dec. 2020.
Paper # HIP2020-57 
Date of Issue 2020-12-15 (HIP) 
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)
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Conference Information
Committee HIP  
Conference Date 2020-12-22 - 2020-12-23 
Place (in Japanese) (See Japanese page) 
Place (in English) Online 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To HIP 
Conference Code 2020-12-HIP 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) A Segmentation Algorithm Based on Capsule Network Using Attention Routing 
Sub Title (in English)  
Keyword(1) Capsule Network  
Keyword(2) Segmentation  
Keyword(3) SegCaps  
Keyword(4) Attention Routing  
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1st Author's Name Reo Sakairi  
1st Author's Affiliation Kogakuin University (Kogakuin Univ.)
2nd Author's Name Qiu Chen  
2nd Author's Affiliation Kogakuin University (Kogakuin Univ.)
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Speaker Author-1 
Date Time 2020-12-22 13:30:00 
Presentation Time 30 minutes 
Registration for HIP 
Paper # HIP2020-57 
Volume (vol) vol.120 
Number (no) no.306 
Page pp.20-24 
#Pages 5 
Date of Issue 2020-12-15 (HIP) 

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