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一种改进的帧差和背景减相结合的运动检测方法
引用本文:李毅,孙正兴,远博,张岩. 一种改进的帧差和背景减相结合的运动检测方法[J]. 中国图象图形学报, 2009, 14(6): 1162-1168
作者姓名:李毅  孙正兴  远博  张岩
作者单位:南京大学计算机软件新技术国家重点实验室,南京 210093
基金项目:国家高科技研究发展计划(863)项目(2007AA01Z334);国家自然科学基金项目(69903006,60373065,60721002);教育部新世纪优秀人才资助计划项目(NCET-04-0460);中国博士后科学基金项目(20060400912);江苏省博士后基金项目(0701010B)
摘    要:针对帧差和背景减相结合的运动检测方法存在的不足,进行了以下3个方面的改进:①利用灰度拉伸变换和结合了灰度值信息的邻域相关系数计算方法,解决了背景的误判问题;②通过在帧差和背景减相结合的策略中加入运动分析,解决了缓慢运动目标的漏检问题;③采用运行期更新法更新背景模型,避免了复杂场景下背景模型的退化。实验结果表明,改进后的方法显著改善了帧差和背景减相结合的运动检测方法在背景误判、缓慢运动目标漏检以及背景模型退化等方面存在的问题。

关 键 词:运动检测  帧差  背景减  邻域相关系数  运动分析
收稿时间:2008-02-18
修稿时间:2008-03-04

An Improved Method for Motion Detection by Frame Difference and Background Subtraction
LI Yi,SUN Zheng-xing,YUAN Bo,ZHANG Yan,LI Yi,SUN Zheng-xing,YUAN Bo,ZHANG Yan,LI Yi,SUN Zheng-xing,YUAN Bo,ZHANG Yan and LI Yi,SUN Zheng-xing,YUAN Bo,ZHANG Yan. An Improved Method for Motion Detection by Frame Difference and Background Subtraction[J]. Journal of Image and Graphics, 2009, 14(6): 1162-1168
Authors:LI Yi  SUN Zheng-xing  YUAN Bo  ZHANG Yan  LI Yi  SUN Zheng-xing  YUAN Bo  ZHANG Yan  LI Yi  SUN Zheng-xing  YUAN Bo  ZHANG Yan  LI Yi  SUN Zheng-xing  YUAN Bo  ZHANG Yan
Abstract:This paper makes improvements on motion detection method which combines frame difference and background subtraction, specifically in three areas: the use of gray transform and neighborhood correlation coefficient integrated with gray value information effectively solved the problem of misdetection of moving targets; the motion evaluation step introduced in combining strategy of frame difference and background subtraction solved the problem of miss detection of slow movement targets; and the use of running average updating method to update the background model prevented the background model from degradation. Experimental results show that the improved methods have significantly solved the problems of misdetection of moving targets, miss detection of slow movement targets and background model degradation.
Keywords:motion detection  frame difference  background subtraction  neighborhood correlation coefficient  motion evaluation
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