TY - GEN
T1 - Automatic Vehicle Extraction from airborne LiDAR data of urban areas using morphological reconstruction
AU - Yao, Wei
AU - Hinz, Stefan
AU - Stilla, Uwe
PY - 2008
Y1 - 2008
N2 - In this paper, we address issues in traffic monitoring of urban areas using airborne LiDAR data. Our aim in this paper is to extract individual vehicles from common LiDAR data of urban areas, based on which the dynamical status of vehicles and other traffic-related parameters can be derived. A contextguiding bottom-up processing strategy is developed to accomplish the task. Ground level separation is first used to exclude the irrelevant objects and provide the Region of Interest. The marker-controlled watershed transformation assisted by morphological reconstruction is then performed on the gridded and filled raster of ground level points to delineate the single vehicles. The evaluation of experimental results has shown that most vehicles can be correctly detected, whose delineated contours are accurate.
AB - In this paper, we address issues in traffic monitoring of urban areas using airborne LiDAR data. Our aim in this paper is to extract individual vehicles from common LiDAR data of urban areas, based on which the dynamical status of vehicles and other traffic-related parameters can be derived. A contextguiding bottom-up processing strategy is developed to accomplish the task. Ground level separation is first used to exclude the irrelevant objects and provide the Region of Interest. The marker-controlled watershed transformation assisted by morphological reconstruction is then performed on the gridded and filled raster of ground level points to delineate the single vehicles. The evaluation of experimental results has shown that most vehicles can be correctly detected, whose delineated contours are accurate.
UR - https://www.scopus.com/pages/publications/63849255023
U2 - 10.1109/PRRS.2008.4783167
DO - 10.1109/PRRS.2008.4783167
M3 - Conference contribution
AN - SCOPUS:63849255023
SN - 9781424426539
T3 - 2008 IAPR Workshop on Pattern Recognition in Remote Sensing, PRRS 2008
BT - 2008 IAPR Workshop on Pattern Recognition in Remote Sensing, PRRS 2008
T2 - 2008 IAPR Workshop on Pattern Recognition in Remote Sensing, PRRS 2008
Y2 - 7 December 2008 through 7 December 2008
ER -