Active Human Detection with a Mobile Robot

M. Heshmat, M. Fernández-Carmona, Zhi Yan, N. Bellotto
{"title":"Active Human Detection with a Mobile Robot","authors":"M. Heshmat, M. Fernández-Carmona, Zhi Yan, N. Bellotto","doi":"10.31256/ukras17.32","DOIUrl":null,"url":null,"abstract":"The problem of active human detection with a mobile robot equipped with an RGB-D camera is considered in this work. Traditional human detection algorithms for indoor mobile robots face several challenges, including occlusions due to cluttered dynamic environments, changing backgrounds, and large variety of human movements. Active human detection aims to improve classic detection systems by actively selecting new and potentially better observation points of the person. In this preliminary work, we present a system that actively guides a mobile robot towards high-confidence human detections, including initial simulation tests that highlight pros and cons of the proposed approach.","PeriodicalId":392429,"journal":{"name":"UK-RAS Conference: Robots Working For and Among Us Proceedings","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2017-12-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"UK-RAS Conference: Robots Working For and Among Us Proceedings","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.31256/ukras17.32","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

The problem of active human detection with a mobile robot equipped with an RGB-D camera is considered in this work. Traditional human detection algorithms for indoor mobile robots face several challenges, including occlusions due to cluttered dynamic environments, changing backgrounds, and large variety of human movements. Active human detection aims to improve classic detection systems by actively selecting new and potentially better observation points of the person. In this preliminary work, we present a system that actively guides a mobile robot towards high-confidence human detections, including initial simulation tests that highlight pros and cons of the proposed approach.
利用移动机器人进行主动人体检测
本文研究了移动机器人装备RGB-D相机的主动人体检测问题。传统的室内移动机器人人体检测算法面临着一些挑战,包括由于混乱的动态环境、不断变化的背景和各种各样的人体运动造成的遮挡。主动人体检测旨在通过主动选择新的和可能更好的人体观察点来改进经典检测系统。在这项初步工作中,我们提出了一个系统,主动引导移动机器人向高置信度的人类检测,包括初步的模拟测试,突出了所提出的方法的优点和缺点。
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 求助全文
来源期刊
自引率
0.00%
发文量
0
×
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
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
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 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信