| Paper Abstract and Keywords |
| Presentation |
2017-02-20 13:30
A Note on Accurate Distress Classification for Maintenance Inspection of Road Structures via Deep Learning
Keisuke Maeda, Sho Takahashi, Takahiro Ogawa, Miki Haseyama (Hokkaido Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Automatic distress classification of distresses occurring in road structures is necessary in order to support inspectors for maintenance inspection. This paper presents distress classification method using deep learning for improving classification performance. Specifically, the proposed method generates a classifier based on Deep Extreme Learning Machine which is one of deep learning methods, constructs Auto Encoder for each hidden layer and sequentially determines parameters between hidden layers. Consequently, realization of more accurate distress classification is expected compared to previously machine learning methods. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Distress classification / road structures / deep learning / Deep Extreme Learning Machine / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 41, no. 5, ME2017-30, pp. 51-54, Feb. 2017. |
| Paper # |
ME2017-30 |
| Date of Issue |
2017-02-13 (MMS, CE, HI, ME, AIT) |
| ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
| Download PDF |
|
| Conference Information |
| Committee |
CE MMS AIT HI ME IEICE-ITS IEICE-IE |
| Conference Date |
2017-02-20 - 2017-02-21 |
| 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 |
2017-02-CE-MMS-AIT-HI-ME-ITS-IE |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Note on Accurate Distress Classification for Maintenance Inspection of Road Structures via Deep Learning |
| Sub Title (in English) |
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| Keyword(1) |
Distress classification |
| Keyword(2) |
road structures |
| Keyword(3) |
deep learning |
| Keyword(4) |
Deep Extreme Learning Machine |
| Keyword(5) |
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| 1st Author's Name |
Keisuke Maeda |
| 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 |
Takahiro Ogawa |
| 3rd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 4th Author's Name |
Miki Haseyama |
| 4th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2017-02-20 13:30:00 |
| Presentation Time |
15 minutes |
| Registration for |
ME |
| Paper # |
MMS2017-6, CE2017-6, HI2017-6, ME2017-30, AIT2017-6 |
| Volume (vol) |
vol.41 |
| Number (no) |
no.5 |
| Page |
pp.51-54 |
| #Pages |
4 |
| Date of Issue |
2017-02-13 (MMS, CE, HI, ME, AIT) |