TY - GEN
T1 - Improved probabilistic multi-hypothesis tracker for multiple targets tracking with discrete feature
AU - Zheng, Le
AU - Li, Yang
AU - Zeng, Tao
PY - 2011
Y1 - 2011
N2 - In tracking scenarios of high resolution radar, it is possible to obtain more information about targets. This paper demonstrates how the Probabilistic Multi-Hypothesis Tracker (PMHT) can be extended to include discrete feature information when both the uncertainty of feature models and the instability of feature observing process should be taken into consideration. A framework for multiple targets tracking with discrete feature measurements is presented based on a probabilistic integration of discrete feature state estimation and tracking process. A Monte Carlo simulation study has been employed to identify the target tracking where performance improvement is obtained over the standard PMHT and the PMHT-C.
AB - In tracking scenarios of high resolution radar, it is possible to obtain more information about targets. This paper demonstrates how the Probabilistic Multi-Hypothesis Tracker (PMHT) can be extended to include discrete feature information when both the uncertainty of feature models and the instability of feature observing process should be taken into consideration. A framework for multiple targets tracking with discrete feature measurements is presented based on a probabilistic integration of discrete feature state estimation and tracking process. A Monte Carlo simulation study has been employed to identify the target tracking where performance improvement is obtained over the standard PMHT and the PMHT-C.
UR - http://www.scopus.com/inward/record.url?scp=80052482460&partnerID=8YFLogxK
U2 - 10.1109/RADAR.2011.5960607
DO - 10.1109/RADAR.2011.5960607
M3 - Conference contribution
AN - SCOPUS:80052482460
SN - 9781424489022
T3 - IEEE National Radar Conference - Proceedings
SP - 597
EP - 601
BT - RadarCon'11 - In the Eye of the Storm
T2 - 2011 IEEE Radar Conference: In the Eye of the Storm, RadarCon'11
Y2 - 23 May 2011 through 27 May 2011
ER -