Multi-sensor multi-object tracking with different fields-of-view using the LMB filter

被引:0
|
作者
Li, Suqi [1 ]
Battistelli, Giorgio [2 ]
Chisci, Luigi [2 ]
Yi, Wei [1 ]
Wang, Bailu [1 ]
Kong, Lingjiang [1 ]
机构
[1] Univ Elect Sci & Technol China, Chengdu 611731, Sichuan, Peoples R China
[2] Univ Firenze, Dipartimento Ingn Informaz, Via Santa Marta 3, I-50139 Florence, Italy
基金
中国国家自然科学基金;
关键词
MULTI-BERNOULLI FILTER; RANDOM FINITE SETS; DISTRIBUTED FUSION;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A key issue in multi-sensor surveillance is the capability to surveil a much larger region than the field-of-view (FoV) of any individual sensor by exploiting cooperation among sensor nodes. Whenever a centralized or distributed information fusion approach is undertaken, this goal cannot be achieved unless a suitable fusion approach is devised. This paper proposes a novel approach for dealing with different FoVs within the context of Generalized Covariance Intersection (GCI) fusion. The approach can be used to perform multi-object tracking on both a centralized and a distributed peer-to-peer sensor network. Simulation experiments on realistic tracking scenarios demonstrate the effectiveness of the proposed solution.
引用
下载
收藏
页码:1201 / 1208
页数:8
相关论文
共 50 条
  • [1] Consistent Fusion for Distributed Multi-Object Tracking with Different Limited Fields-of-View
    Wang, Ci
    Ma, Chengping
    Song, Dongxu
    Zhuo, Xiaoxiao
    Li, Zhanya
    Tang, Liang
    2024 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE, WCNC 2024, 2024,
  • [2] Multi-Sensor Multi-Object Tracking With the Generalized Labeled Multi-Bernoulli Filter
    Ba-Ngu Vo
    Ba-Tuong Vo
    Beard, Michael
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2019, 67 (23) : 5952 - 5967
  • [3] Joint sensor registration and multi-object tracking with PHD filter in distributed multi-sensor networks
    Chai, Lei
    Yi, Wei
    Kong, Lingjiang
    SIGNAL PROCESSING, 2023, 206
  • [4] Accelerated Multi-Sensor Control for Selective Multi-Object Tracking
    Panicker, Sabita
    Gostar, Amirali Khodadadian
    Bab-Hadiashar, Alireza
    Hoseinnezhad, Reza
    2018 INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND INFORMATION SCIENCES (ICCAIS), 2018, : 183 - 188
  • [5] Multi-Sensor Multi-Object Tracking of Vehicles Using High-Resolution Radars
    Scheel, Alexander
    Knill, Christina
    Reuter, Stephan
    Dietmayer, Klaus
    2016 IEEE INTELLIGENT VEHICLES SYMPOSIUM (IV), 2016, : 558 - 565
  • [6] Distributed Multi-object Tracking and Registration with LMB Filter in Multistatic Radar Systems
    Chai, Lei
    Yi, Wei
    Li, Wujun
    Kong, Lingjiang
    2020 IEEE RADAR CONFERENCE (RADARCONF20), 2020,
  • [7] Sensor Control for Multi-Object Tracking Using Labeled Multi-Bernoulli Filter
    Gostar, Amirali K.
    Hoseinnezhad, Reza
    Bab-Hadiashar, Alireza
    2014 17TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION), 2014,
  • [8] Multi-Sensor Data Fusion for Real-Time Multi-Object Tracking
    Senel, Numan
    Kefferpuetz, Klaus
    Doycheva, Kristina
    Elger, Gordon
    PROCESSES, 2023, 11 (02)
  • [9] Multi-Object Tracking using Kalman Filter and Particle Filter
    Bukey, Chetan M.
    Kulkarni, Shailesh, V
    Chavan, Rohini A.
    2017 IEEE INTERNATIONAL CONFERENCE ON POWER, CONTROL, SIGNALS AND INSTRUMENTATION ENGINEERING (ICPCSI), 2017, : 1688 - 1692
  • [10] Multi-sensor control for multi-object Bayes filters
    Wang, Xiaoying
    Hoseinnezhad, Reza
    Gostar, Amirali K.
    Rathnayake, Tharindu
    Xu, Benlian
    Bab-Hadiashar, Alireza
    SIGNAL PROCESSING, 2018, 142 : 260 - 270