Title :
On The Identification of Snow Movements on Roads
Author :
Cai, Jinxin ; Pervez, Muzamil ; Shehata, Mohamed ; Johannesson, Robert ; Badawy, Wael ; Radmanesh, Ahmad
Author_Institution :
Dept. of Electr. & Comput. Eng., Calgary Univ., Alta.
Abstract :
One of the key components of an intelligent transportation systems is video-based automatic incident detection (AID). An AID system is able to detect incidents that require operator intervention. However, the accuracy of an AID system operating during the winter suffers from high false alarm rates due to the movement of snow on the roads. In this paper, a robust algorithm is proposed to detect moving snow in video streams and improve the rate of detection by having the AID system to reduce its sensitivity in the area that has snow movement. The proposed algorithm conducts glare processing, background generation & differencing, snow sample correlation and final snow map generation. The feasibility of the proposed algorithm has been evaluated using traffic videos captured from several cameras from the City of Calgary. This algorithm demonstrates accurate and real-time detection of moving snow
Keywords :
object detection; road traffic; snow; transportation; video cameras; video streaming; AID system; automatic incident detection; background generation; camera; false alarm; glare processing; intelligent transportation system; real-time detection; snow map generation; snow movements identification; snow sample correlation; traffic video; video stream; Cameras; Cities and towns; Environmental factors; Intelligent transportation systems; Layout; Rain; Road accidents; Robustness; Snow; Vehicles; Real-time snow detection; automatic incident detection; intelligent transportation systems;
Conference_Titel :
Signal Processing Systems Design and Implementation, 2006. SIPS '06. IEEE Workshop on
Conference_Location :
Banff, Alta.
Print_ISBN :
1-4244-0382-0
Electronic_ISBN :
1520-6130
DOI :
10.1109/SIPS.2006.352608