TLD Object Tracking Algorithm Improved with Particle Filter

被引：0
|
作者：
Zanina, Marina A. [1 ]
Pavlov, Vitalii A. [1 ]
Zavjalov, Sergey V. [1 ]
Volvenko, Sergey V. [1 ]
机构：
[1] Peter Great St Petersburg Polytech Univ, Inst Phys Nanotechnol & Telecommun, St Petersburg, Russia
来源：
2018 41ST INTERNATIONAL CONFERENCE ON TELECOMMUNICATIONS AND SIGNAL PROCESSING (TSP) | 2018年
关键词：
computer vision; object tracking; particle filter; TLD;
D O I：
暂无
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
This article describes a modification of the TLD object tracking algorithm. Tracking algorithm based on particle filter used instead of the built-in TLD tracking module for short- term tracking. This method allows achieving the average precision gain 12.6%. The modification was compared with original TLD. TLD with particle filter was tested on videos from VIVID dataset. The results showed how the algorithm works in difficult conditions such as rotation, scale changes and occlusions. Modified algorithm is slower than TLD, but its speed can provide working in real-time.
引用
收藏
页码：108 / 111
页数：4
相关论文
共 50 条
  • [21] An Efficient Object Tracking Algorithm based on Dynamic Particle Filter
    Raudonis, V.
    Simutis, R.
    Paulauskaite-Taraseviciene, A.
    [J]. ELEKTRONIKA IR ELEKTROTECHNIKA, 2009, (03) : 93 - 98
  • [22] Target Tracking Via Improved TLD Algorithm
    Chen, Lingling
    Zhu, Songhao
    Li, Xiangxiang
    Liu, Jiawei
    [J]. 2015 27TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2015, : 5942 - 5947
  • [23] Improved particle filter in sensor fusion for tracking randomly moving object
    Vadakkepat, Prahlad
    Liu Jing
    [J]. IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2006, 55 (05) : 1823 - 1832
  • [24] Improved color-based particle filter for tracking moving object
    Zhang, Tao
    Fei, Shumin
    Li, Xiaodong
    Lu, Hong
    [J]. Journal of Computational Information Systems, 2009, 5 (01): : 323 - 330
  • [25] Improved evolutionary particle filter algorithm applied in radar tracking
    Wang Jian
    Dai Dingzhang
    Dong Huachun
    Quan Taifan
    Jin Youggao
    [J]. PROCEEDINGS OF 2006 CIE INTERNATIONAL CONFERENCE ON RADAR, VOLS 1 AND 2, 2006, : 1277 - +
  • [26] WEAK TARGET TRACKING BASED ON IMPROVED PARTICLE FILTER ALGORITHM
    Hu, Kai-Qi
    Wang, Peng-Bo
    Zhou, In-Kai
    Zeng, Hong-Cheng
    Fang, Yue
    [J]. IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2018, : 2769 - 2772
  • [27] Fusing Kalman Filter With TLD Algorithm For Target Tracking
    Sun, Chengjian
    Zhu, Songhao
    Liu, Jiawei
    [J]. 2015 34TH CHINESE CONTROL CONFERENCE (CCC), 2015, : 3736 - 3741
  • [28] Particle Filter Algorithm for Object Tracking Based on Color Local Entropy
    Wang, Huan
    Wang, Qinglin
    Li, Yuan
    Dai, Yaping
    [J]. ADVANCES IN MECHANICAL ENGINEERING, 2013,
  • [29] Performance evaluation of the parallel object tracking algorithm employing the particle filter
    Szwoch, Grzegorz
    [J]. 2016 SIGNAL PROCESSING: ALGORITHMS, ARCHITECTURES, ARRANGEMENTS, AND APPLICATIONS (SPA), 2016, : 119 - 124
  • [30] A new particle filter object tracking algorithm based on feature fusion
    [J]. Yan, He, 1990, Board of Optronics Lasers (25):
12345