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Video segmentation and occlusion detection over multiple frames

机译:多帧视频分割和遮挡检测

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Spatial segmentation of image sequences is usually performed based on motion between two frames, and then followed by tracking. Some recent approaches extend this to joint segmentation in space-time; the resulting 3-D segmentation (in x ― y ― t space) can be interpreted as a volume "carved out" by a moving object in the image sequence domain. We call such volumes "object tunnels'. In this paper, we propose a new approach to occlusion analysis and characterization that is based on object tunnels. It results from the observation that object-tunnel wall for a fully visible object has different shape than that for an object undergoing occlusion or exposure. Walls of tunnels associated with moving objects have tangent planes that are, in general, non-parallel to the time axis. When an object gets occluded or exposed by a static feature, part of the object tunnel wall stops evolving freely; its spatial coordinates remain fixed (static occlusion boundary) while the temporal coordinate increases linearly (time evolution). This forces part of the wall to be comprised of lines parallel to the time axis, each line defined by a single point on the occlusion boundary. In case this boundary is a straight-line edge, the occluding part of the wall becomes planar. We propose to detect occlusions by searching for such characteristic surfaces of object tunnel walls. We formulate the problem for planar occlusion walls based on a robust distance metric, and we show experimental results for various occlusion types on synthetic and camera-acquired image sequences.
机译:图像序列的空间分割通常基于两个帧之间的运动进行,然后进行跟踪。最近的一些方法将其扩展到时空联合分割。最终的3-D分割(在x-y-t空间中)可以解释为图像序列域中运动对象“雕刻”出的体积。我们称这种体积为“对象隧道”。在本文中,我们提出了一种基于对象隧道的遮挡分析和表征的新方法。该结果是通过观察发现,完全可见的对象的对象隧道壁的形状与目标隧道的壁不同。当物体被遮挡或暴露时,与运动物体相关的隧道壁的切线平面通常与时间轴不平行。当物体被静态特征遮挡或暴露时,物体隧道壁的一部分停止自由发展;其空间坐标保持固定(静态遮挡边界),而时间坐标线性增加(时间演化),这迫使墙的一部分由平行于时间轴的线组成,每条线由点上的单个点定义遮挡边界。如果该边界是直线边缘,则壁的遮挡部分变为平面。我们建议通过搜索此类特征表面来检测遮挡对象隧道墙。我们基于鲁棒的距离度量公式来制定平面遮挡墙的问题,并在合成和相机获取的图像序列上显示各种遮挡类型的实验结果。

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