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Automatic Segmentation of Moving Objects in Video Sequences for Indoor and Outdoor Applications

机译:室内和室外应用中视频序列中运动对象的自动分割

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摘要

Computer vision systems have an impressive spread both for their practical application and for theoretical research . The common approach used in such systems consists of a good segmentation of moving objects from video sequences . This paper presents an automatic algorithm for segmenting and extracting moving objects suitable for indoor and outdoor video applications, where the background scene can be captured beforehand . Since edge detection is often used to extract accurate boundaries of the image's objects, the first step in our algorithm is accomplished by combining two edge maps which are detected from the frame difference in two consecutive frames and the background subtraction . After removing edge points that belong to the background, the resulting moving edge map is fed to the object extraction step . A fundamental task in this step is to declare the candidates of the moving object, followed by applying morphological operations. The algorithm is implemented on a real video sequence as well as MPEG- 4 sequence and good segmentation results are achieved.
机译:计算机视觉系统在实际应用和理论研究上都有令人印象深刻的传播。在此类系统中使用的常见方法包括对视频序列中的运动对象进行良好的分割。本文提出了一种适用于室内和室外视频应用的自动分割和提取运动对象的自动算法,其中可以提前捕获背景场景。由于边缘检测通常用于提取图像对象的准确边界,因此我们算法的第一步是通过组合两个边缘图来完成的,这些边缘图是从两个连续帧中的帧差和背景减法中检测到的。在去除属于背景的边缘点之后,将得到的移动边缘图馈送到对象提取步骤。此步骤的基本任务是声明移动对象的候选对象,然后应用形态学运算。该算法在真实视频序列以及MPEG-4序列上实现,并获得了良好的分割结果。

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