| Paper Abstract and Keywords |
| Presentation |
2012-02-20 15:00
A note on accurate deer detection from road images using movement direction
Marie Katsurai, Takahiro Ogawa, Miki Haseyama (Hokkaido Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Deer-vehicle collisions are becoming a serious problem world wide. In order to save the effort of manually mon-
itoring videos and establishing new far-infrared cameras, an automatic deer detection method from images taken by existing
visible light cameras is necessary. In this paper, we propose an accurate deer detection method using movement direction.
The proposed method consists of two steps: In the first step, we extract moving objects from road images using background
subtraction and then match them with deer contour templates to detect deer candidates. For this step, we create deer contour templates in several directions by using 3-D model, which does not require to manually collect a lot of deer image samples. In the second step, we estimate movement direction for each of the deer candidates by tracking it in an image sequence. Using the estimated movement direction, we verify each of the deer candidates, removing false positives and improving the performance of deer detection. Results of experiments conducted using road image sequences show the effectiveness of the proposed method and suggest possible directions of our future works. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
deer-vehicle collisions / object recognition / wildlife monitoring / video processing / deer detection / / / |
| Reference Info. |
ITE Tech. Rep., vol. 36, no. 9, ME2012-44, pp. 67-71, Feb. 2012. |
| Paper # |
ME2012-44 |
| Date of Issue |
2012-02-13 (HI, ME, AIT) |
| ISSN |
Print edition: ISSN 1342-6893 |
| Download PDF |
|
| Conference Information |
| Committee |
ME AIT HI IEICE-IE IEICE-ITS |
| Conference Date |
2012-02-20 - 2012-02-21 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Hokkaido Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
ME |
| Conference Code |
2012-02-ME-AIT-HI-IE-ITS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A note on accurate deer detection from road images using movement direction |
| Sub Title (in English) |
|
| Keyword(1) |
deer-vehicle collisions |
| Keyword(2) |
object recognition |
| Keyword(3) |
wildlife monitoring |
| Keyword(4) |
video processing |
| Keyword(5) |
deer detection |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Marie Katsurai |
| 1st Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 2nd Author's Name |
Takahiro Ogawa |
| 2nd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 3rd Author's Name |
Miki Haseyama |
| 3rd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2012-02-20 15:00:00 |
| Presentation Time |
20 minutes |
| Registration for |
ME |
| Paper # |
HI2012-6, ME2012-44, AIT2012-6 |
| Volume (vol) |
vol.36 |
| Number (no) |
no.9 |
| Page |
pp.67-71 |
| #Pages |
5 |
| Date of Issue |
2012-02-13 (HI, ME, AIT) |
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