TY - GEN
T1 - Vehicle classification and counting system
AU - Chen, Chun Yu
AU - Liang, Yu Ming
AU - Chen, Sei Wang
N1 - Publisher Copyright:
© 2014 IEEE.
PY - 2015/1/13
Y1 - 2015/1/13
N2 - Vehicle classification and counting play an important role in the intelligent transportation system, as they may serve to improve traffic congestion and safety problems. Therefore, this study has developed a real-time and vision-based vehicle classification and counting system. This will involve establishing Time-Spatial Images (TSI) from input video, removing the shadow portions in TSI through the use of Support Vector Machine (SVM) and Deterministic Non-Model Based Approach, detecting the Region of Interest (ROI) through a simple morphology process, and finally using the ROI accumulative curve method and Fuzzy Constraints Satisfaction Propagation (FCSP) to process occlusion problems and perform vehicle classification and counting. The experimental results have shown that the proposed method is feasible.
AB - Vehicle classification and counting play an important role in the intelligent transportation system, as they may serve to improve traffic congestion and safety problems. Therefore, this study has developed a real-time and vision-based vehicle classification and counting system. This will involve establishing Time-Spatial Images (TSI) from input video, removing the shadow portions in TSI through the use of Support Vector Machine (SVM) and Deterministic Non-Model Based Approach, detecting the Region of Interest (ROI) through a simple morphology process, and finally using the ROI accumulative curve method and Fuzzy Constraints Satisfaction Propagation (FCSP) to process occlusion problems and perform vehicle classification and counting. The experimental results have shown that the proposed method is feasible.
KW - Fuzzy Constraints Satisfaction Propagation
KW - Time-Spatial Images
KW - intelligent transportation system
KW - vehicle classification and counting
UR - http://www.scopus.com/inward/record.url?scp=84922561061&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84922561061&partnerID=8YFLogxK
U2 - 10.1109/ICALIP.2014.7009841
DO - 10.1109/ICALIP.2014.7009841
M3 - Conference contribution
AN - SCOPUS:84922561061
T3 - ICALIP 2014 - 2014 International Conference on Audio, Language and Image Processing, Proceedings
SP - 485
EP - 490
BT - ICALIP 2014 - 2014 International Conference on Audio, Language and Image Processing, Proceedings
A2 - Wan, Wanggen
A2 - Luo, Fa-Long
A2 - Yu, Xiaoqing
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 4th International Conference on Audio, Language and Image Processing, ICALIP 2014
Y2 - 7 July 2014 through 9 July 2014
ER -
