期刊文献+

一种基于方差分析的运动目标检测算法

Moving objects detection algorithm based on variance analysis
下载PDF
导出
摘要 为了实现对视频序列中运动目标的实时检测,提出了一种新的运动目标检测方法.该方法对相邻两帧进行差分处理,并通过对帧差结果进行方差分析构建背景模型;用方差作为阈值将差分图像划分为运动变化区域和背景区域;将运动区域与构建的背景模型拟合,区分出运动目标和显露区域,并将显露区域收入背景,实现背景的更新.实验结果表明,该方法运算速度快、准确率高,能够对运动目标进行实时检测. A new method on moving objects detecting was presented for the moving objects real-time detection on the video sequence.The subtraction result was obtained through the adjacent frames subtraction.The background model was built according to variance analysis on the subtraction result.Then with the threshold that was the same as variance,the subtraction result was separated into two parts: moving area and background area.At last,moving area was compared to background to locate the moving objects and the uncovering area.The background was updated with the uncovering area continuously.It could achieve clear moving objects,and can meet the need of the real time video surveillance and monitoring system with a high operation speed and accuracy.
出处 《郑州轻工业学院学报(自然科学版)》 CAS 2010年第6期91-94,共4页 Journal of Zhengzhou University of Light Industry:Natural Science
基金 国家科技支撑计划项目(2006BAK01A38) 河南省教育厅自然科学研究计划项目(2009A510018) 郑州轻工业学院博士基金项目(2007BSJJ005)
关键词 方差分析 运动目标实时检测 帧间差分 阴影检测 背景减法 variance analysis moving objects real-time detection frames difference shadow detection background subtraction
  • 相关文献

参考文献8

  • 1于慧敏,尤育赛.基于水平集的多运动目标检测和分割[J].浙江大学学报(工学版),2007,41(3):412-417. 被引量:15
  • 2Haritaoglu I, Harwood D, Davis L S. Real-time surveillance of people and their activities [ J ]. IEEE Trans on Pattern Analysis and Machine Inter ,2000,22 ( 8 ) : 809. 被引量:1
  • 3Robert T Collins, Alan Lipton J, Takeo Kanade. Special section on video surveillance [ J ]. IEEE Trans on Pattern Analysis and Machine Intell,2000,22 (8) :745. 被引量:1
  • 4朱明旱,罗大庸,曹倩霞.帧间差分与背景差分相融合的运动目标检测算法[J].计算机测量与控制,2005,13(3):215-217. 被引量:77
  • 5汪德洋..智能视频监控关键技术研究[D].西安电子科技大学,2005:
  • 6Stauffer C, Crimson W E L. Learning patterns of activity using real-time Tracking[ J]. IEEE Trans PAML,2000,22 (8) :747. 被引量:1
  • 7Otsu N. A threshold selection method from gray-level histogrms [ J ]. IEEE Trans on Syst Man and Cybernetics, 1979,9( 1 ) :62. 被引量:1
  • 8Cucchiara R, Grana C, Piccardi M, et al. Improving shad, ow suppression in moving object detection with HSV color information[C]//Proc of IEEE Into// Trans Syst Conf, New York: IEEE Press ,2001:334 - 339. 被引量:1

二级参考文献17

  • 1Meier T, Ngun K N. Video Segmentation for Content Based Coding [J]. IEEE Trans. on Circuits and Systems for Video Technology, 1999, 9(8):1190-1203. 被引量:1
  • 2Gupt S. Masound O. Martin RFK, etal. Detection and classification for vehicles[J]. IEEE Transactions on Intelligent Transportation Systems, 2002, 3(1):37-47. 被引量:1
  • 3Cucchiara R, Grana C, Piccardi Metal, Statistic and knowledge-based moving object detection in traffic Sciences[A].Proceedings of the 3rd IEEE Conference on Intelligent Transportation System [C]. Dearborn, Indiana, USA: IEEE Computer Society Press.2000: 27-32. 被引量:1
  • 4Stauffer C, Grimson W E L. Learning patterns of activity using realtime tracking[J]. IEEE trans PAMI, 2000, 22(8):747-757. 被引量:1
  • 5Francois A R J, Medioni G G. Adaptive color background modeling for real time Segmentation of video streams [A]. Proceedings of International Conference on Imaging Science, Systems , and Technology[C] Las Vegas, Na, USA, 1999:227-232. 被引量:1
  • 6Cucchiara R, Grana C, Piccardi, et al. Improving shadow suppression in moving object detection with HSV color information[A]. Proceedings of IEEE Intelligent Transportation Systems Conference [C]. Oakland, CA, USA, 2001:334-339. 被引量:1
  • 7OSHER S,SETHIAN J.Fronts propagating with curvature dependent speed:Algorithms based on the Hamilton-Jacobi formulation[J].Journal of Computational Physics,1988,79(1):12-49. 被引量:1
  • 8NIKOS P,RACHID D.Geodesic active contours and level sets for the detection and tracking of moving objects[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2000,22(3):301-312. 被引量:1
  • 9MANSOURI A R,KONRAD J.Multiple motion segmentation with level sets[J].IEEE Transaction on Image Processing,2003,12(2):201220. 被引量:1
  • 10FREEDMAN,ZHANG D.Active contours for tracking distributions[J].IEEE Transaction on Image Processing,2004,13(4):518-526. 被引量:1

共引文献90

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部