SIA OpenIR  > 光电信息技术研究室
Pedestrian detection with semantic regions of interest
He M(何淼); Luo HB(罗海波); Chang Z(常铮); Hui B(惠斌)
作者部门光电信息技术研究室
关键词Pedestrian Detection Deep Learning Background Vs. Foreground Errors Semantic Regions Of Interest
发表期刊Sensors (Switzerland)
ISSN1424-8220
2017
卷号17期号:11页码:1-16
收录类别SCI ; EI
EI收录号20174804473687
WOS记录号WOS:000416790500261
产权排序1
摘要For many pedestrian detectors, background vs. foreground errors heavily influence the detection quality. Our main contribution is to design semantic regions of interest that extract the foreground target roughly to reduce the background vs. foreground errors of detectors. First, we generate a pedestrian heat map from the input image with a full convolutional neural network trained on the Caltech Pedestrian Dataset. Next, semantic regions of interest are extracted from the heat map by morphological image processing. Finally, the semantic regions of interest divide the whole image into foreground and background to assist the decision-making of detectors. We test our approach on the Caltech Pedestrian Detection Benchmark. With the help of our semantic regions of interest, the effects of the detectors have varying degrees of improvement. The best one exceeds the state-of-the-art.
语种英语
WOS类目Chemistry, Analytical ; Electrochemistry ; Instruments & Instrumentation
关键词[WOS]CLASSIFICATION ; RECOGNITION
WOS研究方向Chemistry ; Electrochemistry ; Instruments & Instrumentation
引用统计
被引频次:1[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.sia.cn/handle/173321/21250
专题光电信息技术研究室
通讯作者He M(何淼)
作者单位1.Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China
2.Key Laboratory of Opto-Electronic Information Processing, Chinese Academy of Sciences, Shenyang 110016, China
3.The Key Lab of Image Understanding and Computer Vision, Shenyang 110016, China
4.University of Chinese Academy of Sciences, Beijing, 110049, China
推荐引用方式
GB/T 7714
He M,Luo HB,Chang Z,et al. Pedestrian detection with semantic regions of interest[J]. Sensors (Switzerland),2017,17(11):1-16.
APA He M,Luo HB,Chang Z,&Hui B.(2017).Pedestrian detection with semantic regions of interest.Sensors (Switzerland),17(11),1-16.
MLA He M,et al."Pedestrian detection with semantic regions of interest".Sensors (Switzerland) 17.11(2017):1-16.
条目包含的文件 下载所有文件
文件名称/大小 文献类型 版本类型 开放类型 使用许可
Pedestrian detection(9871KB)期刊论文作者接受稿开放获取ODC PDDL浏览 下载
个性服务
推荐该条目
保存到收藏夹
查看访问统计
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[He M(何淼)]的文章
[Luo HB(罗海波)]的文章
[Chang Z(常铮)]的文章
百度学术
百度学术中相似的文章
[He M(何淼)]的文章
[Luo HB(罗海波)]的文章
[Chang Z(常铮)]的文章
必应学术
必应学术中相似的文章
[He M(何淼)]的文章
[Luo HB(罗海波)]的文章
[Chang Z(常铮)]的文章
相关权益政策
暂无数据
收藏/分享
文件名: Pedestrian detection with semantic regions of interest.pdf
格式: Adobe PDF
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。