| Paper Abstract and Keywords |
| Presentation |
2020-02-27 11:00
A Study on Identification of a Winter Road Surface State in Highway Based on Machine Learning Using In-vehicle Camera Images.
Tomoyuki Takase, Sho Takahashi, Toru Hagiwara (Hokkaido Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In this paper, we propose a method to discriminate the road surface condition of the expressway for the winter season. The in-vehicle camera videos which are targets of this paper are captured from actual driving cars. In the proposed method, a novel model is constructed with actual images, it discriminates the road surface condition in six types by using a hierarchical discriminator which discriminates the road surface condition based on Mobile Nets. Finally, the effectiveness of the proposed method about discriminate the road surface condition in the expressway is verified by using images captured by in-vehicle cameras. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
In-vehicle Camera / Mobile Nets / Winter Road surface / Expressway / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 44, no. 6, ME2020-34, pp. 31-34, Feb. 2020. |
| Paper # |
ME2020-34 |
| Date of Issue |
2020-02-20 (MMS, HI, ME, AIT) |
| ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
| Download PDF |
|
| Conference Information |
| Committee |
HI IEICE-IE IEICE-ITS MMS ME AIT |
| Conference Date |
2020-02-27 - 2020-02-28 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Hokkaido Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Image Processing, etc. |
| Paper Information |
| Registration To |
ME |
| Conference Code |
2020-02-HI-IE-ITS-MMS-ME-AIT |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Study on Identification of a Winter Road Surface State in Highway Based on Machine Learning Using In-vehicle Camera Images. |
| Sub Title (in English) |
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| Keyword(1) |
In-vehicle Camera |
| Keyword(2) |
Mobile Nets |
| Keyword(3) |
Winter Road surface |
| Keyword(4) |
Expressway |
| Keyword(5) |
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| Keyword(6) |
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| 1st Author's Name |
Tomoyuki Takase |
| 1st Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 2nd Author's Name |
Sho Takahashi |
| 2nd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 3rd Author's Name |
Toru Hagiwara |
| 3rd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2020-02-27 11:00:00 |
| Presentation Time |
15 minutes |
| Registration for |
ME |
| Paper # |
MMS2020-6, HI2020-6, ME2020-34, AIT2020-6 |
| Volume (vol) |
vol.44 |
| Number (no) |
no.6 |
| Page |
pp.31-34 |
| #Pages |
4 |
| Date of Issue |
2020-02-20 (MMS, HI, ME, AIT) |
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