基于鲁棒运动向量场分割的图像序列全局运动估计

J. Heuer, A. Kaup
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引用次数: 29

摘要

本文提出了一种估计摄像机运动引起的全局运动的视频索引算法。由于运动估计是一个计算成本很高的过程,我们使用的是已经在基于块的视频编码器中计算过的信息,例如块的位移向量和块匹配过程中计算的SAD值。利用这种方法,我们可以显著加快所选全局运动模型参数的确定。通过引入可靠性度量,进一步提高了算法的精度。为了实现对目标运动的鲁棒计算,对矢量场进行了有效而直接的分割。最后,利用MPEG-7测试数据对全局运动建模进行了评价。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Global motion estimation in image sequences using robust motion vector field segmentation
In this paper we propose an algorithm for the purpose of video indexing which estimates the global motion caused by camera movement. Since motion estimation is a computationally expensive process, we are using information already computed in block based video encoders such as the displacement vectors of the blocks and the computed SAD values of the blockmatching process. With this approach we could significantly speed up the determination of the parameters of a chosen global motion model. The accuracy of the algorithm is improved further by introducing a reliability measure. To achieve a robust computation with respect to object motion, an effective and straightforward segmentation of this vector field is implemented. Finally, the modeling of the global motion is evaluated using MPEG-7 test data.
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