Visual Object Tracking Based on Filtering Methods

被引：0
|
作者：
Wang, Kun [1 ]
Liu, Xiaoping P. [1 ]
机构：
[1] Carleton Univ, Dept Syst & Comp Engn, Ottawa, ON K1S 5B6, Canada
来源：
2011 IEEE INTERNATIONAL INSTRUMENTATION AND MEASUREMENT TECHNOLOGY CONFERENCE (I2MTC) | 2011年
关键词：
filtering and data association; particle filter; system transition model; visual object tracking;
D O I：
暂无
中图分类号：
TH7 [仪器、仪表];
学科分类号：
0804 ; 080401 ; 081102 ;
摘要：
Visual object tracking is an important, but open research topic in many practical applications. In this paper, the particle filter, a filtering algorithm based on the sequential-importance-sampling (SIS), is developed and implemented with different modifications to the transition models and constraint conditions. By applying the particle filter into a typical object tracking task, several experimental results are obtained and the feasibility of the modified particle filter is verified.
引用
收藏
页码：290 / 295
页数：6
相关论文
共 50 条
  • [1] Training-Based Methods for Comparison of Object Detection Methods for Visual Object Tracking
    Delforouzi, Ahmad
    Pamarthi, Bhargav
    Grzegorzek, Marcin
    SENSORS, 2018, 18 (11)
  • [2] Visual object tracking via iterative ant particle filtering
    Wang, Fasheng
    Wang, Yanbo
    He, Jianjun
    Sun, Fuming
    Li, Xucheng
    Zhang, Junxing
    IET IMAGE PROCESSING, 2020, 14 (08) : 1636 - 1644
  • [3] Graph Based Visual Object Tracking
    Zhou Guanling
    Wang Yuping
    Dong Nanping
    2009 ISECS INTERNATIONAL COLLOQUIUM ON COMPUTING, COMMUNICATION, CONTROL, AND MANAGEMENT, VOL I, 2009, : 99 - 102
  • [4] Object Tracking Based on Visual Attention
    Lin, Mingqiang
    Dai, Houde
    2016 IEEE INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION (ICIA), 2016, : 1846 - 1849
  • [5] Visual Saliency Based Object Tracking
    Zhang, Geng
    Yuan, Zejian
    Zheng, Nanning
    Sheng, Xingdong
    Liu, Tie
    COMPUTER VISION - ACCV 2009, PT II, 2010, 5995 : 193 - +
  • [6] An object-based cost of visual filtering
    Chen, Z
    PERCEPTION & PSYCHOPHYSICS, 2000, 62 (03): : 482 - 495
  • [7] An object-based cost of visual filtering
    Zhe Chen
    Perception & Psychophysics, 2000, 62 : 482 - 495
  • [8] Visual Tracking Methods for Improved Sequential Image-Based Object Detection
    Murphy, Timothy S.
    Holzinger, Marcus J.
    Flewelling, Brien
    JOURNAL OF GUIDANCE CONTROL AND DYNAMICS, 2018, 41 (01) : 74 - 87
  • [9] Visual object tracking with discriminative correlation filtering and hybrid color feature
    Yang Huang
    Zhiqiang Zhao
    Bin Wu
    Zhuolin Mei
    Zongmin Cui
    Guangyong Gao
    Multimedia Tools and Applications, 2019, 78 : 34725 - 34744
  • [10] Visual object tracking with discriminative correlation filtering and hybrid color feature
    Huang, Yang
    Zhao, Zhiqiang
    Wu, Bin
    Mei, Zhuolin
    Cui, Zongmin
    Gao, Guangyong
    MULTIMEDIA TOOLS AND APPLICATIONS, 2019, 78 (24) : 34725 - 34744
12345