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Paper Abstract and Keywords
Presentation 2019-05-31 10:00
Cross-modal Search using Visually Grounded Multilingual Speech Signal
Yasunori Ohishi, Akisato Kimura, Takahito Kawanishi, Kashino Kunio (NTT), David Harwath, James Glass (MIT) PRMU2019-11
Abstract (in Japanese) (See Japanese page) 
(in English) We evaluate a deep neural network model capable of learning to associate images and audio captions describing the content of those images on crossmodal search (image and speech retrieval). We show that training a trilingual model simultaneously on English, Hindi, and newly recorded Japanese audio caption data offers improved performance over the monolingual models. Further, we demonstrate the trilingual model implicitly learns meaningful word-level translations based on images.
Keyword (in Japanese) (See Japanese page) 
(in English) Vision and spoken language / Shared latent space / Crossmodal search / Convolutional neural network / / / /  
Reference Info. IEICE Tech. Rep., vol. 119, no. 64, PRMU2019-11, pp. 283-288, May 2019.
Paper # PRMU2019-11 
Date of Issue 2019-05-23 (PRMU) 
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)
Download PDF PRMU2019-11

Conference Information
Committee PRMU IPSJ-CVIM  
Conference Date 2019-05-30 - 2019-05-31 
Place (in Japanese) (See Japanese page) 
Place (in English)  
Topics (in Japanese) (See Japanese page) 
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Paper Information
Registration To PRMU 
Conference Code 2019-05-PRMU-CVIM 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Cross-modal Search using Visually Grounded Multilingual Speech Signal 
Sub Title (in English)  
Keyword(1) Vision and spoken language  
Keyword(2) Shared latent space  
Keyword(3) Crossmodal search  
Keyword(4) Convolutional neural network  
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1st Author's Name Yasunori Ohishi  
1st Author's Affiliation NIPPON TELEGRAPH AND TELEPHONE CORPORATION (NTT)
2nd Author's Name Akisato Kimura  
2nd Author's Affiliation NIPPON TELEGRAPH AND TELEPHONE CORPORATION (NTT)
3rd Author's Name Takahito Kawanishi  
3rd Author's Affiliation NIPPON TELEGRAPH AND TELEPHONE CORPORATION (NTT)
4th Author's Name Kashino Kunio  
4th Author's Affiliation NIPPON TELEGRAPH AND TELEPHONE CORPORATION (NTT)
5th Author's Name David Harwath  
5th Author's Affiliation Massachusetts Institute of Technology (MIT)
6th Author's Name James Glass  
6th Author's Affiliation Massachusetts Institute of Technology (MIT)
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Speaker Author-2 
Date Time 2019-05-31 10:00:00 
Presentation Time 15 minutes 
Registration for PRMU 
Paper # PRMU2019-11 
Volume (vol) vol.119 
Number (no) no.64 
Page pp.283-288 
#Pages
Date of Issue 2019-05-23 (PRMU) 


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