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Paper Abstract and Keywords
Presentation 2016-09-16 15:00
An audio watermarking method using non-negative matrix factorization separated the bases of host signal and watermark signal
Harumi Murata (Chukyo Univ.), Akio Ogihara (Kindai Univ.) LOIS2016-26 IE2016-63 EMM2016-52
Abstract (in Japanese) (See Japanese page) 
(in English) For audio signals, the sound quality of stego signal should not deteriorated as much as host signal. With current methods, high sound quality means that the difference between the host and stego signals is small. On the other hand, high sound quality means that the sound quality of stego signal is maintained as music even if another sound, except for host signal, is perceived in this paper. According to this definition, the watermarks are embedded using non-negative matrix factorization. NMF is an algorithm that factorizes a non-negative matrix that is an amplitude spectrogram of host signal into two non-negative matrices that corresponds to the spectral patterns of the host signal and the activation of each spectrum. In this paper, a basis matrix of watermark signal separation is different from that of host signal separation. The watermarks are embedded by the magnitude comparison of activation matrix coefficients of watermark signal corresponding to root and dominant notes. It is considered that the components of watermark signal can be only extracted from the stego signal, because the basis matrices of host and watermark signal are different. We conduct an evaluation of the tolerance against attacks and an objective evaluation of sound quality, and confirm the validity of proposed method.
Keyword (in Japanese) (See Japanese page) 
(in English) Audio Watermarking / Non-negative Matrix Factorization / / / / / /  
Reference Info. IEICE Tech. Rep., vol. 116, no. 222, EMM2016-52, pp. 61-66, Sept. 2016.
Paper # EMM2016-52 
Date of Issue 2016-09-08 (LOIS, IE, EMM) 
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)
Download PDF LOIS2016-26 IE2016-63 EMM2016-52

Conference Information
Committee ITE-ME IE EMM LOIS IEE-CMN  
Conference Date 2016-09-15 - 2016-09-16 
Place (in Japanese) (See Japanese page) 
Place (in English) Aichi Prefectural University 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To EMM 
Conference Code 2016-09-ME-IE-EMM-LOIS-CMN 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) An audio watermarking method using non-negative matrix factorization separated the bases of host signal and watermark signal 
Sub Title (in English)  
Keyword(1) Audio Watermarking  
Keyword(2) Non-negative Matrix Factorization  
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1st Author's Name Harumi Murata  
1st Author's Affiliation Chukyo University (Chukyo Univ.)
2nd Author's Name Akio Ogihara  
2nd Author's Affiliation Kindai University (Kindai Univ.)
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Date Time 2016-09-16 15:00:00 
Presentation Time 30 minutes 
Registration for EMM 
Paper # LOIS2016-26, IE2016-63, EMM2016-52 
Volume (vol) vol.116 
Number (no) no.220(LOIS), no.221(IE), no.222(EMM) 
Page pp.61-66 
#Pages
Date of Issue 2016-09-08 (LOIS, IE, EMM) 


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