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Cauchy Distribution Based on Statistical Change Detection for Visual Surveillance
视觉监视中基于柯西分布的统计变化检测

Keywords: change detection,moving object detection,background modeling,shadows,Cauchy distribution,surveillance
变化检测
,运动目标检测,背景建模,阴影,柯西分布,监视

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Abstract:

A novel illumination-invariant change detection algorithm based on Cauchy distribution is proposed.The intensity ratios between two images are used as the feature to model and subtract background.The distribution of the intensity ratios between corresponding pixels of two background images follows Cauchy distribution,assuming that some observed temporal intensity variation of each pixel in background images are caused by white noise.The intensity,hue and saturation in the YCbCr color space are employed to recognize and eliminate shadows in video sequences.Finally,experimental results demonstrate that the proposed algorithm can tolerate the whole or local quick or slow changes in illuminations,and can filter noise caused by small motion in scene background.

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