A distributed approach for real-time multi-camera multiple object tracking

被引：5
|
作者：
Previtali, Fabio [1 ]
Bloisi, Domenico D. [1 ]
Iocchi, Luca [1 ]
机构：
[1] Sapienza Univ Rome, Dept Comp Control & Management Engn A Ruberti, Via Ariosto 25, I-00185 Rome, Italy
来源：
MACHINE VISION AND APPLICATIONS | 2017年 / 28卷 / 3-4期
关键词：
Distributed multiple object tracking; Real-time data processing; Distributed data association; MULTIOBJECT TRACKING; PARTICLE FILTER; SURVEILLANCE;
D O I：
10.1007/s00138-017-0827-5
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Estimating the positions of a set of moving objects captured from a network of cameras is still an open problem in Computer Vision. In this paper, a distributed and real-time approach for tracking multiple objects on multiple cameras is presented. A quantitative comparison with six state-of-the-art methods has been carried out on the publicly available PETS 2009 data set, demonstrating the effectiveness of the algorithm. Moreover, the proposed method has been tested also on a multi-camera soccer data set, showing its data fusion capabilities.
引用
收藏
页码：421 / 430
页数：10
相关论文
共 50 条
  • [1] A distributed approach for real-time multi-camera multiple object tracking
    Fabio Previtali
    Domenico D. Bloisi
    Luca Iocchi
    [J]. Machine Vision and Applications, 2017, 28 : 421 - 430
  • [2] Real-Time Multiple Pedestrians Tracking in Multi-camera System
    Chen, Muchun
    Chen, Yugang
    Truong Tan Loc
    Ni, Bingbing
    [J]. MULTIMEDIA MODELING (MMM 2020), PT I, 2020, 11961 : 468 - 479
  • [3] Distributed multi-camera multi-target association for real-time tracking
    Senquan Yang
    Fan Ding
    Pu Li
    Songxi Hu
    [J]. Scientific Reports, 12
  • [4] Distributed multi-camera multi-target association for real-time tracking
    Yang, Senquan
    Ding, Fan
    Li, Pu
    Hu, Songxi
    [J]. SCIENTIFIC REPORTS, 2022, 12 (01)
  • [5] CU-Track: A Multi-Camera Framework for Real-Time Multi-Object Tracking
    Bamrungthai, Pongsakon
    Sangveraphunsiri, Viboon
    [J]. AUTOMATIC CONTROL AND MECHATRONIC ENGINEERING II, 2013, 415 : 325 - 332
  • [6] Multi-step multi-camera view planning for real-time visual object tracking
    Deutsch, Benjamin
    Wenhardt, Stefan
    Niemann, Heinrich
    [J]. PATTERN RECOGNITION, PROCEEDINGS, 2006, 4174 : 536 - 545
  • [7] Distributed Multi-camera Object Tracking with Bayesian Inference
    Fan, Jingjing
    Xin, Yanzhe
    Dai, Fenglin
    Hu, Bo
    Zhang, Jianqiu
    Lu, Qiyong
    He, Jun
    [J]. 2011 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2011, : 357 - 360
  • [8] Real-Time Scalable System For Face Tracking In Multi-Camera
    Ozdemir, Mehmet F.
    Hanbay, Davut
    [J]. JOURNAL OF POLYTECHNIC-POLITEKNIK DERGISI, 2024,
  • [9] Distributed Spatial Transformer for Object Tracking in Multi-Camera
    Im, Sio-Kei
    Chan, Ka-Hou
    [J]. 2023 25TH INTERNATIONAL CONFERENCE ON ADVANCED COMMUNICATION TECHNOLOGY, ICACT, 2023, : 122 - 125
  • [10] Real-time wide area multi-camera stereo tracking
    Zhao, T
    Aggarwal, M
    Kumar, R
    Sawhney, H
    [J]. 2005 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOL 1, PROCEEDINGS, 2005, : 976 - 983
12345