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Contour-based image mosaicking in the presence of moving objects

机译:存在运动对象时基于轮廓的图像镶嵌

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Most of previous image mosaicking techniques deal with stationary images that do not contain moving objects. But these moving objects cause serious errors on global motion estimation which is the core process of the image mosaicking since the global motion is estimated biased by local motions due to moving objects. There are some proposed techniques to effectively eliminate local motions and get precise global motion parameters but they have their own drawbacks, respectively. In this paper a contour-based approach for mosaicking images that contain moving objects in them is presented. First, we extract contours from each image to be mosaicked. And then we estimate initial global motion. The key task of our work is how to eliminate local motions and obtain a precise global motion between two input images. To do this, we use three kinds of consistency check algorithm. Shape similarity consistency, scale consistency, and rigid transformation consistency. In these check processes, local movings are detected due to their motion vectors far different from the dominant one and removed in an iterative way. Besides, since we use contour information for image mosaicking, our approach is robust against the global gray level change between input images. Experimental results demonstrate the performance of our algorithm.
机译:大多数以前的图像镶嵌技术都处理不包含运动对象的静止图像。但是这些运动物体在全局运动估计上引起严重的误差,这是图像镶嵌的核心过程,因为估计全局运动是由于运动物体引起的局部运动而产生偏差。有一些提议的技术可以有效地消除局部运动并获得精确的全局运动参数,但是它们分别具有各自的缺点。在本文中,提出了一种基于轮廓的镶嵌图像的方法,这些图像中包含移动的对象。首先,我们从要镶嵌的每个图像中提取轮廓。然后,我们估计初始的全局运动。我们工作的关键任务是如何消除局部运动并获得两个输入图像之间的精确全局运动。为此,我们使用三种一致性检查算法。形状相似性一致性,比例一致性和刚性变换一致性。在这些检查过程中,由于局部运动的运动矢量与主要运动矢量相差很大,因此检测到局部运动,并以迭代方式将其删除。此外,由于我们使用轮廓信息进行图像镶嵌,因此我们的方法对于输入图像之间的全局灰度变化是鲁棒的。实验结果证明了该算法的性能。

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