一种基于活动轮廓的背景减法的概率方法

S. Buachan, T. Kasetkasem, S. Marukatat, H. Kunieda
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引用次数: 0

摘要

基于轮廓的背景减法算法总是关注场景中物体的边缘。当一个初始轮廓意外地位于前景物体内部时,它们中的大多数可能会失败。针对背景和前景图像相互独立的特点,提出了一种基于轮廓的背景相减算法,使两者之间的依赖性最小化。该算法不仅可以在预测轮廓偶然出现在前景物体上时引导轮廓向外覆盖前景物体,而且可以根据前景和背景之间的依赖关系预测初始轮廓,无需人工就可以沿着视频帧运行。
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A probabilistic approach for an active contour-based background subtraction
Contour-based background subtraction algorithms are always focusing on the edge of objects in the scene. Most of them may fail when an initial contour is accidentally located inside the foreground object. From the fact that background and foreground image are usually independent to each other, we introduce a contour-based background subtraction algorithm which minimize the dependency between them. Not only guiding contour out to cover foreground object when the predicted contour is accidentally located in the foreground object, the algorithm can be run along the video frames without human labor required by predicting initial contour from the dependency between foreground and background.
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