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METHOD FOR TRACKING AND SEGMENTING A TARGET OBJECT IN AN IMAGE USING MARKOV CHAIN, AND DEVICE USING THE SAME

机译:使用马尔可夫链对图像中的目标对象进行跟踪和分类的方法以及使用该方法的设备

摘要

A method for tracking a target object in frames of video data using Absorbing Markov Chain (AMC), including steps of: (a) acquiring a bounding box containing the target object in a current frame and a segmentation result for the target object in a previous frame; (b) obtaining obtain a region of interest (ROI) in the current frame by enlarging the bounding box to contain a portion of background information surrounding the target object; (c) acquiring information on local regions within the ROI in the current frame; (d) constructing an AMC graph using at least part of the local regions within the region of interest (ROI) in the current frame and local regions within a region of interest (ROI) in the previous frame; and (e) acquiring a segmentation result for the target object within the current frame by thresholding individual nodes in the AMC graph using absorption times thereof.
机译:一种使用吸收马尔可夫链(AMC)跟踪视频数据帧中的目标对象的方法,包括以下步骤:(a)获取当前帧中包含目标对象的边界框以及先前帧中目标对象的分割结果帧; (b)通过扩大边界框以包含围绕目标对象的背景信息的一部分来获得当前帧中的关注区域(ROI); (c)在当前帧中获取有关ROI内局部区域的信息; (d)使用当前帧中的感兴趣区域(ROI)内的至少局部区域和前一帧中的感兴趣区域(ROI)内的局部区域来构造AMC图; (e)通过使用其吸收时间对AMC图中的各个节点进行阈值化来获取当前帧内的目标对象的分割结果。

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