Title :
Signature-driven multi-target tracking
Author :
Jian Kang Wu ; Shuyan Sun ; Sheng Jiang ; Xiaoyi Ren ; Zhipei Huang
Author_Institution :
Sch. of Inf. Sci. & Eng., Grad. Univ. of Chinese Acad. of Sci., Beijing, China
Abstract :
Tracking multiple maneuvering targets remains a challenge because of clutter and spurious targets. We propose a Signature-Driven multiple target Tracking (SDT) method which fuses target data in spectral, spatial and temporary spaces to form signatures of targets. Markov properties of target features and dynamics are well defined in the signature of targets so that the data association process in SDT is efficient and effective. The experimental results have shown its superior performance.
Keywords :
Markov processes; clutter; sensor fusion; target tracking; Markov property; clutter; data association process; multiple maneuvering target tracking; signature-driven multitarget tracking; Clutter; Data models; Feature extraction; Markov processes; Radar tracking; Target tracking; Time measurement; Kalman filtering; Tracking; data association; sensor data fusion;
Conference_Titel :
Information Fusion (FUSION), 2010 13th Conference on
Conference_Location :
Edinburgh
Print_ISBN :
978-0-9824438-1-1
DOI :
10.1109/ICIF.2010.5711928