TY - GEN
T1 - Lane detection in surveillance videos using vector-based hierarchy clustering and density verification
AU - Teng, Shan Yun
AU - Chuang, Kun Ta
AU - Huang, Chun Rong
AU - Li, Cheng Chun
N1 - Publisher Copyright:
© 2015 MVA organization.
PY - 2015/7/8
Y1 - 2015/7/8
N2 - Automatic lane detection is known to facilitate the real-time traffic planning and identify traffic congestion. In this paper, we develop a visual surveillance trajectory clustering (VSTC) framework for automatic lane detection. Given a surveillance video, trajectories of vehicles are extracted at first. These trajectories contain behavior of vehicles on different lanes and are clustered by VSTC to retrieve candidate lanes. Finally, a density verification is applied to identify the correct lanes from candidate lanes. As shown in the experiments, our framework can identify the lanes by using trajectories without prior knowledge.
AB - Automatic lane detection is known to facilitate the real-time traffic planning and identify traffic congestion. In this paper, we develop a visual surveillance trajectory clustering (VSTC) framework for automatic lane detection. Given a surveillance video, trajectories of vehicles are extracted at first. These trajectories contain behavior of vehicles on different lanes and are clustered by VSTC to retrieve candidate lanes. Finally, a density verification is applied to identify the correct lanes from candidate lanes. As shown in the experiments, our framework can identify the lanes by using trajectories without prior knowledge.
UR - http://www.scopus.com/inward/record.url?scp=84941249292&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84941249292&partnerID=8YFLogxK
U2 - 10.1109/MVA.2015.7153201
DO - 10.1109/MVA.2015.7153201
M3 - Conference contribution
AN - SCOPUS:84941249292
T3 - Proceedings of the 14th IAPR International Conference on Machine Vision Applications, MVA 2015
SP - 345
EP - 348
BT - Proceedings of the 14th IAPR International Conference on Machine Vision Applications, MVA 2015
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 14th IAPR International Conference on Machine Vision Applications, MVA 2015
Y2 - 18 May 2015 through 22 May 2015
ER -