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Paper Abstract and Keywords
Presentation 2012-03-12 10:30
Fundamental Study of Generating Portraits Using Neural Networks -- Studies of Neural Network's Structures and Portraits' Physical and Psychological Similarity --
Akira Takano, Makoto Enomoto, Jun Ohya (Waseda Univ.) IE2011-135 MVE2011-97
Abstract (in Japanese) (See Japanese page) 
(in English) This paper studies a system that can automatically generate portraits from face images using multi-layered neural networks, for which image features of the face are the inputs, the portrait drawn by an illustrator are teaching signals, and back-propagation algorithms are performed for learning. This system aims at outputting portraits that do not depend on deformations of the line drawing traced from the face image, and reflect human feeling. First, this paper explores the neural networks’ structures and relationships between the learning’s parameter values and the output results. Second, similarity between the system’s outputs and portraits drawn by an illustrator is evaluated by subjective tests, and then, using the evaluation results, the relationship between physical errors (physical quantity) and subjective scores (psychological quantity) is studied.
Keyword (in Japanese) (See Japanese page) 
(in English) Caricatured portrait / Neural Networks / Human face / / / / /  
Reference Info. IEICE Tech. Rep., vol. 111, no. 479, MVE2011-97, pp. 13-18, March 2012.
Paper # MVE2011-97 
Date of Issue 2012-03-05 (IE, MVE) 
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)
Download PDF IE2011-135 MVE2011-97

Conference Information
Committee IE MVE  
Conference Date 2012-03-12 - 2012-03-13 
Place (in Japanese) (See Japanese page) 
Place (in English) Toyama University 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Quality of Five Senses Media, Communication Design, Image Coding, Food Media, General Area 
Paper Information
Registration To MVE 
Conference Code 2012-03-IE-MVE 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Fundamental Study of Generating Portraits Using Neural Networks 
Sub Title (in English) Studies of Neural Network's Structures and Portraits' Physical and Psychological Similarity 
Keyword(1) Caricatured portrait  
Keyword(2) Neural Networks  
Keyword(3) Human face  
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1st Author's Name Akira Takano  
1st Author's Affiliation Waseda University (Waseda Univ.)
2nd Author's Name Makoto Enomoto  
2nd Author's Affiliation Waseda University (Waseda Univ.)
3rd Author's Name Jun Ohya  
3rd Author's Affiliation Waseda University (Waseda Univ.)
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Speaker Author-1 
Date Time 2012-03-12 10:30:00 
Presentation Time 25 minutes 
Registration for MVE 
Paper # IE2011-135, MVE2011-97 
Volume (vol) vol.111 
Number (no) no.478(IE), no.479(MVE) 
Page pp.13-18 
#Pages 6 
Date of Issue 2012-03-05 (IE, MVE) 

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