Implementation of Face Tracking System with a Multirotor UAV

Jingfeng Xiong, Shiqiang Hu, Rentai Zhu
{"title":"Implementation of Face Tracking System with a Multirotor UAV","authors":"Jingfeng Xiong, Shiqiang Hu, Rentai Zhu","doi":"10.1109/GNCC42960.2018.9018980","DOIUrl":null,"url":null,"abstract":"This paper presents the design and implementation of a real-time face tracking system based on a multirotor UAV platform. Since the research on implementation of UAV target tracking system lack the tracking control along depth direction in image coordinate, and the research on 3D visual servo tracking control based on state feedback controller is hard to implement, we propose to utilize the face detection module to provide with the position and size data of the target face and then track the face along 3D directions based on a modified mean shift tracking algorithm and PD controller. We implement the system using ROS, the experiment shows that the system can give an effective tracking performance while tracking a stationary target face in the designed experiment scenario.","PeriodicalId":6623,"journal":{"name":"2018 IEEE CSAA Guidance, Navigation and Control Conference (CGNCC)","volume":"35 1","pages":"1-5"},"PeriodicalIF":0.0000,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 IEEE CSAA Guidance, Navigation and Control Conference (CGNCC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/GNCC42960.2018.9018980","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

This paper presents the design and implementation of a real-time face tracking system based on a multirotor UAV platform. Since the research on implementation of UAV target tracking system lack the tracking control along depth direction in image coordinate, and the research on 3D visual servo tracking control based on state feedback controller is hard to implement, we propose to utilize the face detection module to provide with the position and size data of the target face and then track the face along 3D directions based on a modified mean shift tracking algorithm and PD controller. We implement the system using ROS, the experiment shows that the system can give an effective tracking performance while tracking a stationary target face in the designed experiment scenario.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
多旋翼无人机人脸跟踪系统的实现
介绍了一种基于多旋翼无人机平台的实时人脸跟踪系统的设计与实现。针对无人机目标跟踪系统的实现研究缺乏图像坐标中沿深度方向的跟踪控制,以及基于状态反馈控制器的三维视觉伺服跟踪控制研究难以实现的问题,我们提出利用人脸检测模块提供目标人脸的位置和尺寸数据,然后基于改进的均值移位跟踪算法和PD控制器沿三维方向跟踪人脸。实验结果表明,在设计的实验场景下,该系统能够有效地跟踪静止目标面部。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Adaptive Sliding-Mode Disturbance Observer-Based Nonlinear Control for Unmanned Dual-Arm Aerial Manipulator Subject to State Constraints A Cloud Detection Method for Landsat 8 Satellite Remote Sensing Images Based on Improved CDNet Model Time-coordinated path following for multiple agile fixed-wing UAVs with end-roll expectations A Novel Model Calibration Method for Active Magnetic Bearing Based on Deep Reinforcement Learning Wind and Actuator Fault Estimation for a Quadrotor UAV Based on Two-Stage Particle Filter
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1