TRACKING OF MULTIPLE INTERACTING OBJECTS USING A NOVEL PREDICTION MODEL

被引:0
|
作者
Wang, Zhijie [1 ]
Zhang, Hong [1 ]
Ray, Nilanjan [1 ]
机构
[1] Univ Alberta, Dept Comp Sci, Edmonton, AB T6G 2E8, Canada
关键词
Tracking; interacting objects; particle filter;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Tracking multiple interacting objects is an interesting and difficult task in computer vision. Two common problems in this field are a single object with multiple tracks and a single track with multiple objects. Most of the existing algorithms address the first problem but not the second one. In this paper, to solve the second problem we propose a new algorithm with a novel prediction model, which exploits the idea of penalizing outliers in statistics. The experiments show that our proposed algorithm is more robust than the existing algorithms in tackling both the aforementioned problems.
引用
收藏
页码:869 / 872
页数:4
相关论文
共 50 条
  • [41] Tracking a maneuvering target using input estimation versus the interacting multiple model algorithm
    Bar-Shalom, Y.
    Chang, K.C.
    Blom, H.A.P.
    IEEE Transactions on Aerospace and Electronic Systems, 1992, v (0n) : 296 - 300
  • [42] ROBUST MOBILE TERMINAL TRACKING IN NLOS ENVIRONMENTS USING INTERACTING MULTIPLE MODEL ALGORITHM
    Fritsche, Carsten
    Hammes, Ulrich
    Klein, Anja
    Zoubir, Abdelhak M.
    2009 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS 1- 8, PROCEEDINGS, 2009, : 3049 - 3052
  • [43] Prediction-based interacting multiple model estimation algorithm for target tracking with large sampling periods
    Ryu, Jon Ha
    Han, Du Hee
    Lee, Kyun Kyung
    Song, Taek Lyul
    INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS, 2008, 6 (01) : 44 - 53
  • [44] Tracking of Multiple Moving Objects using DTW Algorithm
    Wang K.S.
    Joo Y.H.
    Transactions of the Korean Institute of Electrical Engineers, 2019, 68 (05): : 670 - 677
  • [45] Visual tracking of multiple objects using wavelet transforms
    Campos, MFM
    Mini, RAF
    WAVELET APPLICATIONS VI, 1999, 3723 : 341 - 349
  • [46] Multiple Objects Tracking using Radar for Autonomous Driving
    Hussain, Muhamamd Ishfaq
    Azam, Shoaib
    Munir, Farzeen
    Khan, Zafran
    Jeon, Moongu
    2020 IEEE INTERNATIONAL IOT, ELECTRONICS AND MECHATRONICS CONFERENCE (IEMTRONICS 2020), 2020, : 45 - 48
  • [47] A Causal And-Or Graph Model for Visibility Fluent Reasoning in Tracking Interacting Objects
    Xu, Yuanlu
    Qin, Lei
    Liu, Xiaobai
    Xie, Jianwen
    Zhu, Song-Chun
    2018 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2018, : 2178 - 2187
  • [48] A Yaw-aided Interacting Multiple Model Tracking Algorithm
    Ji, Bing
    Shan, Gan-lin
    Chen, Hai
    2012 5TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING (CISP), 2012, : 1504 - 1507
  • [49] Method for underwater target tracking based on interacting multiple model
    Xu, Weiming
    Liu, Yanchun
    Yin, Xiaodong
    Geomatics and Information Science of Wuhan University, 2007, 32 (09) : 782 - 785
  • [50] New interacting multiple model algorithms for the tracking of the manoeuvring target
    Fu, X.
    Jia, Y.
    Du, J.
    Yu, F.
    IET CONTROL THEORY AND APPLICATIONS, 2010, 4 (10): : 2184 - 2194