Detection and Tracking of a Moving Target for UAV Based on Machine Vision

被引:3
|
作者
Qi, Duo [1 ]
Li, Zhe [1 ]
Ren, Baoxiang [1 ]
Lei, Pengfei [1 ]
Yang, Xiaotian [2 ]
机构
[1] Air Force Engn Univ, Air Traff Control & Nav Coll, Aviat Swarm Technol & Operat Applicat Lab, Xian, Peoples R China
[2] Air Force Euipment Dept, Representat Off 7, Xian, Peoples R China
来源
2021 7TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND ROBOTICS (ICCAR) | 2021年
基金
中国国家自然科学基金;
关键词
indoor moving target; detection and tracking; machine vision; PID controller;
D O I
10.1109/ICCAR52225.2021.9463501
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With the continuously development of the technology related to unmanned air vehicle (UAV), the automation and intelligent levels become higher and higher. In view of the actual needs of precise control and the specific requirements of accurate tracking competition, this paper designs and realizes a complete process of detection and tracking. First, the images of moving targets are collected by machine vision. Then, an improved Yolo V3 algorithm is applied to finish the target detection work and an achieved proportional integral derivative (PID) controller to track the moving target is designed. To verify the accuracy of the detection and tracking algorithm and the effectiveness of the complete process, a verification system is also built. Real flight test results show that the UAV can complete the task with a high dynamic target detection rate and accurate tracking rate.
引用
收藏
页码:173 / 178
页数:6
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