电子器件
電子器件
전자기건
JOURNAL OF ELECTRON DEVICES
2014年
6期
1111-1115
,共5页
鱼眼视频图像%人数估计%透视加权模型%多元线性回归
魚眼視頻圖像%人數估計%透視加權模型%多元線性迴歸
어안시빈도상%인수고계%투시가권모형%다원선성회귀
fisheye video image%counting%perspective weight model%polynary linear regression
对于一些公共场所,人数的统计是安全领域的重要问题。为了获得大视角的监控视频,以得到更多有用的视频信息,同时兼顾实时性和监控成本,本文使用鱼眼镜头对人群进行监控。为了使所有视场范围内景物能够在有限大小的成像面上成像,设计者人为的引入桶形畸变,而且由于实际场景中的景物通过鱼眼镜头后,会产生权重不等的像素点,本文针对鱼眼图像透视加权模型,采用加权特征提取的方法,提取鱼眼图像中人群目标的特征,包括加权面积、加权周长、加权KLT角点数以及加权边缘点数这4个特征,并使用多元线性回归法估计出了人群中的人数,取得了良好的效果。
對于一些公共場所,人數的統計是安全領域的重要問題。為瞭穫得大視角的鑑控視頻,以得到更多有用的視頻信息,同時兼顧實時性和鑑控成本,本文使用魚眼鏡頭對人群進行鑑控。為瞭使所有視場範圍內景物能夠在有限大小的成像麵上成像,設計者人為的引入桶形畸變,而且由于實際場景中的景物通過魚眼鏡頭後,會產生權重不等的像素點,本文針對魚眼圖像透視加權模型,採用加權特徵提取的方法,提取魚眼圖像中人群目標的特徵,包括加權麵積、加權週長、加權KLT角點數以及加權邊緣點數這4箇特徵,併使用多元線性迴歸法估計齣瞭人群中的人數,取得瞭良好的效果。
대우일사공공장소,인수적통계시안전영역적중요문제。위료획득대시각적감공시빈,이득도경다유용적시빈신식,동시겸고실시성화감공성본,본문사용어안경두대인군진행감공。위료사소유시장범위내경물능구재유한대소적성상면상성상,설계자인위적인입통형기변,이차유우실제장경중적경물통과어안경두후,회산생권중불등적상소점,본문침대어안도상투시가권모형,채용가권특정제취적방법,제취어안도상중인군목표적특정,포괄가권면적、가권주장、가권KLT각점수이급가권변연점수저4개특정,병사용다원선성회귀법고계출료인군중적인수,취득료량호적효과。
In some public places,the statistics about the number of people is an important problem in security field. In order to receive large perspective, to get more useful video information, considering real-time and monitoring costs,this paper used a fisheye lens to monitor population. In order to make all the field of view imaging features im-age in the finite size of the surface,the designer introduced the barrel distortion artificially. At the same time,be-cause the actual scenery through a fisheye lens,will produce the pixels with different weight,in the process of crowd counting based on fisheye video image,four features including weighted area,weighted edge density,weighted KLT corner number and weighted contour perimeter are extracted based on the perspective weight model of fisheye cam-era,and polynary linear regression combined with these features is applied for crowd counting in fisheye images. The experimental results are quite good.