首页 | 本学科首页   官方微博 | 高级检索  
     

长期视频监控系统的多分布模型背景差方法
引用本文:岑峰,戚飞虎,等.长期视频监控系统的多分布模型背景差方法[J].红外与毫米波学报,2002,21(1):59-63.
作者姓名:岑峰  戚飞虎
作者单位:上海交通大学计算机科学与工程系,上海,200030
基金项目:国家自然科学基金 (编号 6 0 0 72 0 2 9)资助项目~~
摘    要:提出在长期视频监控系统中采用背景差进行运动目标提取时算法所要满足的基本要求,并提出了一种能够满足这些要求的背景差方法。该方法用色度、亮度窨的多个分布模型来建立背景模型,描述彩色视频图像的背景像素点及其统计特性,在对背景模型更新的时将均值、方差的更新速率和多个模型的更替速率分开。对像素值属于多个分布模型的情况,用最小相似距离确定更新的模型。该方法利用提取的前景像素点信息反馈以检测光强的突变,利用亮度信息消除运动目标的阴影。实验证明该方法很好的满足了长期视监控系统的要求。

关 键 词:背景差  背景模型  视频监控  目标跟踪  多分布模型  运动目标  图像处理  像素
收稿时间:2001/5/29
修稿时间:2001年5月29日

MULTI-DISTRIBUTION MODEL FOR BACKGROUND SUBTRACTION IN LONG-TERM VIDEO SURVEILLANCE SYSTEM
CEN Feng,QI Fei-Hu,CHEN Mao-Lin.MULTI-DISTRIBUTION MODEL FOR BACKGROUND SUBTRACTION IN LONG-TERM VIDEO SURVEILLANCE SYSTEM[J].Journal of Infrared and Millimeter Waves,2002,21(1):59-63.
Authors:CEN Feng  QI Fei-Hu  CHEN Mao-Lin
Abstract:The basic performance requirement of exploiting background subtraction approach in long-term color video surveillance system was described. To meet the requirement, an algorithm was also proposed. In this approach, by using the multi-distribution models in lightness and chromaticity spaces,the background model was built. The multi-distribution models were then updated using independent mean and covariance updating rate and model replacing rate. When a pixel could be represented by more than one distribution model, the model which has the minimum similarity distance was updated. The approach also involves the detection of the sudden changes in illumination by the feedback of the information of foreground pixels and the suppression of shadow influenced by lightness information. Experiments show that the method satisfies the demands of long-term video surveillance.
Keywords:background subtraction  background model  video surveillance  object tracking    
本文献已被 CNKI 维普 万方数据 等数据库收录!
点击此处可从《红外与毫米波学报》浏览原始摘要信息
点击此处可从《红外与毫米波学报》下载全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号