Fusion procedure for pedestrian detection based on laser scanner and computer vision

F. García, B. Musleh, A. D. L. Escalera, J. M. Armingol
{"title":"Fusion procedure for pedestrian detection based on laser scanner and computer vision","authors":"F. García, B. Musleh, A. D. L. Escalera, J. M. Armingol","doi":"10.1109/ITSC.2011.6082971","DOIUrl":null,"url":null,"abstract":"Sensors represent a key element in Advance Driver Assistant Systems (ADAS). The lack of reliable sensors able to fulfill the requirements for road safety applications leads to the necessity of combining them to create a fusion procedure able to overcome the limitations of a single set of sensors. Recent advances in vision based pedestrian detection have lead to robust approaches able to detect pedestrians in a wide variety of situations. On the other hand laser scanners have proved to be a very powerful tool when dealing with intelligent transport systems and safety application. By combining the capabilities of both set of sensors, a robust and trustworthy application able to deal with the most exigent necessities can be created. The presented algorithm combines the pedestrian detection given by both subsystems adding confidence to single sensor detections.","PeriodicalId":186596,"journal":{"name":"2011 14th International IEEE Conference on Intelligent Transportation Systems (ITSC)","volume":"30 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2011-11-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"15","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2011 14th International IEEE Conference on Intelligent Transportation Systems (ITSC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ITSC.2011.6082971","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 15

Abstract

Sensors represent a key element in Advance Driver Assistant Systems (ADAS). The lack of reliable sensors able to fulfill the requirements for road safety applications leads to the necessity of combining them to create a fusion procedure able to overcome the limitations of a single set of sensors. Recent advances in vision based pedestrian detection have lead to robust approaches able to detect pedestrians in a wide variety of situations. On the other hand laser scanners have proved to be a very powerful tool when dealing with intelligent transport systems and safety application. By combining the capabilities of both set of sensors, a robust and trustworthy application able to deal with the most exigent necessities can be created. The presented algorithm combines the pedestrian detection given by both subsystems adding confidence to single sensor detections.
基于激光扫描仪和计算机视觉的行人检测融合方法
传感器是高级驾驶辅助系统(ADAS)的关键部件。由于缺乏能够满足道路安全应用要求的可靠传感器,因此有必要将它们组合起来,以创建能够克服单一一组传感器的局限性的融合程序。基于视觉的行人检测的最新进展导致了能够在各种情况下检测行人的鲁棒方法。另一方面,在处理智能交通系统和安全应用时,激光扫描仪已被证明是一个非常强大的工具。通过结合两组传感器的功能,可以创建一个强大且值得信赖的应用程序,能够处理最紧急的需求。该算法结合了两个子系统给出的行人检测,增加了单个传感器检测的置信度。
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