TY - GEN
T1 - Adaptive background learning for vehicle detection and spatio temporal tracking
AU - Zhang, Chengcui
AU - Chen, Shu Ching
AU - Shyu, Mei Ling
AU - Peeta, Srinivas
N1 - Publisher Copyright:
© 2003 IEEE.
PY - 2003
Y1 - 2003
N2 - Traffic video analysis can provide a wide range of useful information such as vehicle identification, traffic flow, to traffic planners. In this paper, a framework is proposed to analyze the traffic video sequence using unsupervised vehicle detection and spatio-temporal tracking that includes an image/video segmentation method, a background learning/subtraction method and an object tracking algorithm. A real-life traffic video sequence from a road intersection is used in our study and the experimental results show that our proposed unsupervised framework is effective in vehicle tracking for complex traffic situations.
AB - Traffic video analysis can provide a wide range of useful information such as vehicle identification, traffic flow, to traffic planners. In this paper, a framework is proposed to analyze the traffic video sequence using unsupervised vehicle detection and spatio-temporal tracking that includes an image/video segmentation method, a background learning/subtraction method and an object tracking algorithm. A real-life traffic video sequence from a road intersection is used in our study and the experimental results show that our proposed unsupervised framework is effective in vehicle tracking for complex traffic situations.
UR - http://www.scopus.com/inward/record.url?scp=78649881364&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=78649881364&partnerID=8YFLogxK
U2 - 10.1109/ICICS.2003.1292566
DO - 10.1109/ICICS.2003.1292566
M3 - Conference contribution
AN - SCOPUS:78649881364
T3 - ICICS-PCM 2003 - Proceedings of the 2003 Joint Conference of the 4th International Conference on Information, Communications and Signal Processing and 4th Pacific-Rim Conference on Multimedia
SP - 797
EP - 801
BT - ICICS-PCM 2003 - Proceedings of the 2003 Joint Conference of the 4th International Conference on Information, Communications and Signal Processing and 4th Pacific-Rim Conference on Multimedia
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - Joint Conference of the 4th International Conference on Information, Communications and Signal Processing and 4th Pacific-Rim Conference on Multimedia, ICICS-PCM 2003
Y2 - 15 December 2003 through 18 December 2003
ER -