Vehicle Classification by Road Lane Detection and Model Fitting Using a Surveillance Camera

作者: Wook-Sun Shin , Doo-Heon Song , Chang-Hun Lee

DOI: 10.3745/JIPS.2006.2.1.052

关键词:

摘要: One of the important functions an Intelligent Transportation System (ITS) is to classify vehicle types using a vision system. We propose method machine-learning algorithms for this classification problem with 3-D object model fitting. It also necessary detect road lanes from fixed traffic surveillance camera in preparation apply background mask and line analysis algorithm based on statistical measures Hough Transform (HT) order remove noise false positive lanes. The results show that quite efficient terms quality.

参考文章(13)
S. Hollborn, Intelligent Transport Systems (ITS) in Japan Techn. Univ.. ,(2002)
D. Farin, P.H.N. de With, W. Effelsberg, Robust background estimation for complex video sequences international conference on image processing. ,vol. 1, pp. 145- 148 ,(2003) , 10.1109/ICIP.2003.1246919
Surendra Gupte, Osama Masoud, Robert FK Martin, Nikolaos P Papanikolopoulos, None, Detection and classification of vehicles IEEE Transactions on Intelligent Transportation Systems. ,vol. 3, pp. 37- 47 ,(2002) , 10.1109/6979.994794
I. Haritaoglu, D. Harwood, L.S. Davis, A fast background scene modeling and maintenance for outdoor surveillance Proceedings 15th International Conference on Pattern Recognition. ICPR-2000. ,vol. 4, pp. 179- 183 ,(2000) , 10.1109/ICPR.2000.902890
A.H.S. Lai, N.H.C. Yung, A fast and accurate scoreboard algorithm for estimating stationary backgrounds in an image sequence international symposium on circuits and systems. ,vol. 4, pp. 241- 244 ,(1998) , 10.1109/ISCAS.1998.698804
Akio Yoneyama, Chia-Hung Yeh, C-CJ Kuo, None, Moving cast shadow elimination for robust vehicle extraction based on 2D joint vehicle/shadow models advanced video and signal based surveillance. pp. 229- 236 ,(2003) , 10.1109/AVSS.2003.1217926
J. Ross Quinlan, C4.5: Programs for Machine Learning ,(1992)
T.M. Jochem, S. Baluja, A massively parallel road follower 1993 Computer Architectures for Machine Perception. pp. 2- 12 ,(1993) , 10.1109/CAMP.1993.622451
Andrew HS Lai, George SK Fung, Nelson HC Yung, Vehicle type classification from visual-based dimension estimation ieee intelligent transportation systems. pp. 201- 206 ,(2001) , 10.1109/ITSC.2001.948656