Occlusion Handling in Radar for Detection of Obstacles Based on Tracking Model

Shai Segal, A. Logvinenko, A. Slapak
{"title":"Occlusion Handling in Radar for Detection of Obstacles Based on Tracking Model","authors":"Shai Segal, A. Logvinenko, A. Slapak","doi":"10.23919/IRS.2018.8448235","DOIUrl":null,"url":null,"abstract":"A simple method to improve detection and false alarm rates in obstacle detection applications is tracking objects in time. However, the performance of trackers is heavily dependent on good continuity of the tracking process. Occlusions of objects are a key challenge for continuous tracking and may cause a tracker to disassociate from its target. In the famework of radar for detection of obstacles, especially in a multi-target environment, occlusions of objects frequently occur, thus deteriorating the effectiveness of a tracker. In this work, the phenomenology of such occlusions is discussed, and a method for handling occlusion is presented The effectiveness of this method is demonstrated with an extended Kalman filter, which tracks measurements taken in drive tests and in-flight tests with a pulse-Doppler polarimetric radarfor detection ofwires andpylons.","PeriodicalId":436201,"journal":{"name":"2018 19th International Radar Symposium (IRS)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 19th International Radar Symposium (IRS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.23919/IRS.2018.8448235","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2

Abstract

A simple method to improve detection and false alarm rates in obstacle detection applications is tracking objects in time. However, the performance of trackers is heavily dependent on good continuity of the tracking process. Occlusions of objects are a key challenge for continuous tracking and may cause a tracker to disassociate from its target. In the famework of radar for detection of obstacles, especially in a multi-target environment, occlusions of objects frequently occur, thus deteriorating the effectiveness of a tracker. In this work, the phenomenology of such occlusions is discussed, and a method for handling occlusion is presented The effectiveness of this method is demonstrated with an extended Kalman filter, which tracks measurements taken in drive tests and in-flight tests with a pulse-Doppler polarimetric radarfor detection ofwires andpylons.
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
基于跟踪模型的雷达障碍物检测遮挡处理
在障碍物检测应用中,提高检测率和虚警率的一种简单方法是及时跟踪目标。然而,跟踪器的性能在很大程度上取决于跟踪过程的良好连续性。物体的遮挡是连续跟踪的一个关键挑战,可能导致跟踪器与目标分离。在雷达障碍物检测框架中,特别是在多目标环境下,经常出现物体遮挡,从而降低了跟踪器的有效性。在这项工作中,讨论了这种遮挡的现象学,并提出了一种处理遮挡的方法。该方法的有效性通过扩展卡尔曼滤波器来证明,该滤波器跟踪在驱动测试和飞行测试中使用脉冲多普勒极化雷达检测电线和塔的测量结果。
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
High Precision Surface Reconstruction Based on Coherent Near Field Synthetic Aperture Radar Scans [Copyright notice] The Distributed Radar System for Monitoring the Surrounding Situation for the Intelligent Vehicle Indoor Positioning and Body Direction Measurement System Using IR-UWB Radar Featureless Traffic Monitoring
×
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