TY - JOUR
T1 - A survey of PHD filter based multi-target tracking
AU - Yang, Feng
AU - Wang, Yong Qi
AU - Liang, Yan
AU - Pan, Quan
PY - 2013/11
Y1 - 2013/11
N2 - Probability hypothesis density (PHD) filter has attracted much attention in multi-target tracking, traffic control, image processing, multi-sensor management and other fields. An overview of the emergence, the development and the present research situation of the PHD filter in target tracking is presented here. Special attention is paid to the following areas: PHD filter, its implementation method, the peak and track extraction technology, multi-sensor multi-target tracking, multi-sensor management, PHD smoother, the assessment metrics of multi-target tracking performance, and also the relevant applications. Finally, based on the progress of existing PHD filters, some key issues which need to be focused on for PHD filters in multi-target tracking are introduced.
AB - Probability hypothesis density (PHD) filter has attracted much attention in multi-target tracking, traffic control, image processing, multi-sensor management and other fields. An overview of the emergence, the development and the present research situation of the PHD filter in target tracking is presented here. Special attention is paid to the following areas: PHD filter, its implementation method, the peak and track extraction technology, multi-sensor multi-target tracking, multi-sensor management, PHD smoother, the assessment metrics of multi-target tracking performance, and also the relevant applications. Finally, based on the progress of existing PHD filters, some key issues which need to be focused on for PHD filters in multi-target tracking are introduced.
KW - Bayes filter
KW - Multi-target tracking
KW - Peak and track extraction
KW - Probability hypothesis density (PHD)
UR - http://www.scopus.com/inward/record.url?scp=84889246169&partnerID=8YFLogxK
U2 - 10.3724/SP.J.1004.2013.01944
DO - 10.3724/SP.J.1004.2013.01944
M3 - 文献综述
AN - SCOPUS:84889246169
SN - 0254-4156
VL - 39
SP - 1944
EP - 1956
JO - Zidonghua Xuebao/Acta Automatica Sinica
JF - Zidonghua Xuebao/Acta Automatica Sinica
IS - 11
ER -