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
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