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Paper Abstract and Keywords
Presentation 2017-03-08 14:25
A study on estimation of car orientation using convolution neural networks
Toyota Tomoya, Yasushi Tauchi, Yoshiki Mizukami (Yamaguchi Univ.)
Abstract (in Japanese) (See Japanese page) 
(in English) While advanced driver assistance system becomes popular in these days, further improvement of detection and recognition accuracy of cars using in-vehicle cameras is required. If it is possible to estimate the orientation of the car in the image, the direction of the car movement will be able to be predicted and be helpful for developing safer advanced driving support systems. In this study, we propose an estimation method for car orientation in the image using convolutional neural networks. The proposed method employed image pre-filtering processes for sharpening the images and both of batch normalization and dropout for preventing gradient loss and over-fitting in the learning procedure.
Keyword (in Japanese) (See Japanese page) 
(in English) convolution neural networks / batch normalization / dropout / car / / / /  
Reference Info. ITE Tech. Rep., vol. 41, no. 9, HI2017-57, pp. 17-20, March 2017.
Paper # HI2017-57 
Date of Issue 2017-03-01 (HI) 
ISSN Print edition: ISSN 1342-6893  Online edition: ISSN 2424-1970
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Conference Information
Committee HI  
Conference Date 2017-03-08 - 2017-03-08 
Place (in Japanese) (See Japanese page) 
Place (in English) Tokyo University of Agriculture and Technology 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To HI 
Conference Code 2017-03-HI 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) A study on estimation of car orientation using convolution neural networks 
Sub Title (in English)  
Keyword(1) convolution neural networks  
Keyword(2) batch normalization  
Keyword(3) dropout  
Keyword(4) car  
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1st Author's Name Toyota Tomoya  
1st Author's Affiliation Yamaguchi University (Yamaguchi Univ.)
2nd Author's Name Yasushi Tauchi  
2nd Author's Affiliation Yamaguchi University (Yamaguchi Univ.)
3rd Author's Name Yoshiki Mizukami  
3rd Author's Affiliation Yamaguchi University (Yamaguchi Univ.)
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Speaker
Date Time 2017-03-08 14:25:00 
Presentation Time 25 
Registration for HI 
Paper # ITE-HI2017-57 
Volume (vol) ITE-41 
Number (no) no.9 
Page pp.17-20 
#Pages ITE-4 
Date of Issue ITE-HI-2017-03-01 


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