Multi-target tracking in clutter with histogram probabilistic multi-hypothesis tracker

被引:8
|
作者
Pakfiliz, AG [1 ]
Efe, M [1 ]
机构
[1] Ankara Univ, Fac Engn, Dept Elect Engn, TR-06100 Ankara, Turkey
来源
18TH INTERNATIONAL CONFERENCE ON SYSTEMS ENGINEERING, PROCEEDINGS | 2005年
关键词
D O I
10.1109/ICSENG.2005.55
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This study presents a recently developed tracking algorithm, namely Histogram Probabilistic Multi-Hypo thesis Tracker (H-PMHT), a modified version of PMHT, for Multi-target tracking. Even though the theory of H-PMHT could be easily extended to multi-dimensional case, its applications have only been realized for one-dimensional cases. In this work the theory of H-PMHT has been extended into two-dimensional case and a its performance has been compared to that of Interacting Multi Model Probabilistic Data Association Filter (IMMPDAF) with Amplitude Information (IMMPDAF-AI). Simulation results reveal that H-PMHT Algorithm outperforms the IMMPDAF-AI under various conditions explained in the following sections.
引用
收藏
页码:137 / 142
页数:6
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