首页> 外文会议>Content-Based Multimedia Indexing, 2009. CBMI '09 >Motion Vector Based Moving Object Detection and Tracking in the MPEG Compressed Domain
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Motion Vector Based Moving Object Detection and Tracking in the MPEG Compressed Domain

机译:MPEG压缩域中基于运动矢量的运动对象检测和跟踪

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As MPEG standards prevail, the opportunities to handle MPEG compressed videos increase, and the video indexing and management that can directly process the compressed videos become important. MPEG video coding standards use motion compensation to compress video data, and the motion compensation generates motion vectors that contain motion information similar to optical flows between regions in different frames. Although motion vectors are useful for video analysis, they are not always generated along moving objects, and it is difficult to analyze moving objects using only these vectors. In this paper, we propose a moving object detection and tracking method in the MPEG compressed domain for video surveillance and management. In our method, we introduce images that record moving regions and accumulate unmoving regions in which the moving objects are expected to exist after the current frame. By utilizing these images, we can detect and track moving objects using only motion vectors even if the motion vectors of moving objects become zero vectors due to their behaviors and are lost due to their picture type. We demonstrate the effectiveness of the proposed method through several experiments using actual videos acquired by an MPEG video camera.
机译:随着MPEG标准的盛行,处理MPEG压缩视频的机会增加了,可以直接处理压缩视频的视频索引和管理变得很重要。 MPEG视频编码标准使用运动补偿来压缩视频数据,并且运动补偿会生成运动矢量,该运动矢量包含的运动信息类似于不同帧中区域之间的光流。尽管运动矢量对于视频分析很有用,但它们并非总是沿运动对象生成,因此仅使用这些矢量来分析运动对象是困难的。在本文中,我们提出了在MPEG压缩域中用于视频监视和管理的运动对象检测和跟踪方法。在我们的方法中,我们引入记录运动区域并累积不动区域的图像,在这些区域中,在当前帧之后,预计将存在运动对象。通过利用这些图像,即使运动物体的运动矢量由于其行为而变为零向量并且由于其图像类型而丢失,我们也可以仅使用运动向量来检测和跟踪运动物体。我们通过使用MPEG摄像机获取的实际视频通过几次实验证明了该方法的有效性。

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