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Paper Abstract and Keywords
Presentation 2020-12-17 16:45
Vehicle detection using visualization of deep learning from in-vehicle night-time camera image
Tatsuya Oyabu, Gosuke Ohashi (Shizuoka Univ.) PRMU2020-50
Abstract (in Japanese) (See Japanese page) 
(in English) We have been working on vehicle detection at night-time using deep learning. In general, the burden of creating correct labels for object detection is enormous compared to image classification. Therefore, we study a method for predicting the presence of vehicle on the road based on vehicle lights from the visualization results of image classification, which has a low cost of creating correct labels. In the conventional visualization methods, it is difficult to visualize small areas. Therefore, we propose a method inspired from the structure of an object detection model to visualize the task-driven small area in the scene.
Keyword (in Japanese) (See Japanese page) 
(in English) Deep Learning / Vehicle Detection / Visualization / Classification / / / /  
Reference Info. IEICE Tech. Rep., vol. 120, no. 300, PRMU2020-50, pp. 69-74, Dec. 2020.
Paper # PRMU2020-50 
Date of Issue 2020-12-10 (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 PRMU2020-50

Conference Information
Committee PRMU  
Conference Date 2020-12-17 - 2020-12-18 
Place (in Japanese) (See Japanese page) 
Place (in English) Online 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Transfer learning and few shot learning 
Paper Information
Registration To PRMU 
Conference Code 2020-12-PRMU 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Vehicle detection using visualization of deep learning from in-vehicle night-time camera image 
Sub Title (in English)  
Keyword(1) Deep Learning  
Keyword(2) Vehicle Detection  
Keyword(3) Visualization  
Keyword(4) Classification  
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1st Author's Name Tatsuya Oyabu  
1st Author's Affiliation Shizuoka University (Shizuoka Univ.)
2nd Author's Name Gosuke Ohashi  
2nd Author's Affiliation Shizuoka University (Shizuoka Univ.)
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Speaker Author-1 
Date Time 2020-12-17 16:45:00 
Presentation Time 15 minutes 
Registration for PRMU 
Paper # PRMU2020-50 
Volume (vol) vol.120 
Number (no) no.300 
Page pp.69-74 
#Pages 6 
Date of Issue 2020-12-10 (PRMU) 

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