| 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 |
| Download PDF |
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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) |
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| 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 |
Author-1 |
| Date Time |
2017-03-08 14:25:00 |
| Presentation Time |
25 minutes |
| Registration for |
HI |
| Paper # |
HI2017-57 |
| Volume (vol) |
vol.41 |
| Number (no) |
no.9 |
| Page |
pp.17-20 |
| #Pages |
4 |
| Date of Issue |
2017-03-01 (HI) |