A system for real-time detection and tracking of vehicles from a single car-mounted camera
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A system for real-time detection and tracking of vehicles from a single car-mounted camera. / Caraffi, Claudio; Vojir, Tomáš; Trefný, Jiří; Šochman, Jan; Matas, Jiří.
2012 15th International IEEE Conference on Intelligent Transportation Systems, ITSC 2012. 2012. s. 975-982 6338748.Tutkimustuotos › › vertaisarvioitu
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TY - GEN
T1 - A system for real-time detection and tracking of vehicles from a single car-mounted camera
AU - Caraffi, Claudio
AU - Vojir, Tomáš
AU - Trefný, Jiří
AU - Šochman, Jan
AU - Matas, Jiří
PY - 2012
Y1 - 2012
N2 - A novel system for detection and tracking of vehicles from a single car-mounted camera is presented. The core of the system are high-performance vision algorithms: the WaldBoost detector [1] and the TLD tracker [2] that are scheduled so that a real-time performance is achieved. The vehicle monitoring system is evaluated on a new dataset collected on Italian motorways which is provided with approximate ground truth (GT0) obtained from laser scans. For a wide range of distances, the recall and precision of detection for cars are excellent. Statistics for trucks are also reported. The dataset with the ground truth is made public.
AB - A novel system for detection and tracking of vehicles from a single car-mounted camera is presented. The core of the system are high-performance vision algorithms: the WaldBoost detector [1] and the TLD tracker [2] that are scheduled so that a real-time performance is achieved. The vehicle monitoring system is evaluated on a new dataset collected on Italian motorways which is provided with approximate ground truth (GT0) obtained from laser scans. For a wide range of distances, the recall and precision of detection for cars are excellent. Statistics for trucks are also reported. The dataset with the ground truth is made public.
UR - http://www.scopus.com/inward/record.url?scp=84871239330&partnerID=8YFLogxK
U2 - 10.1109/ITSC.2012.6338748
DO - 10.1109/ITSC.2012.6338748
M3 - Conference contribution
SN - 9781467330640
SP - 975
EP - 982
BT - 2012 15th International IEEE Conference on Intelligent Transportation Systems, ITSC 2012
ER -