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An illumination invariant algorithm for subpixel accuracy image stabilization and its effect on MPEG-2 video compression

机译:亚像素精度图像稳定的光照不变算法及其对MPEG-2视频压缩的影响

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摘要

This paper offers a fast and simple near-closed-form solution for the least mean-squared-error (LMSE) estimation of the frame-to-frame global subpixel motion in an unsteady image sequence. The offered near-closed-form solution achieves unlimited subpixel accuracy by always employing a small and fixed number of computations, independent of the desired subpixel accuracy. The algorithm is designed so that it is insensitive to frame-to-frame intensity variations, which is a distinctive feature of the method. Experimental results demonstrate the superiority of the proposed method to the spatio-temporal differentiation and surface fitting algorithms under different illumination conditions. This paper furthermore discusses the effect of the proposed image stabilization algorithm on the performance of MPEG-2 video compression. We report that removal of global motion down to subpixel accuracy from an unsteady video improves MPEG-2 compression performance significantly (by at least 1 dB for all frame types), in spite of the fact that motion vectors are differentially encoded in MPEG-2. This result is supported via experimental results using the proposed subpixel registration algorithm and an analysis of the macroblock coding preferences accepted in MPEG-2.
机译:本文为在不稳定图像序列中帧到帧全局子像素运动的最小均方误差(LMSE)估计提供了一种快速,简单的近闭形式解决方案。所提供的近乎封闭形式的解决方案通过始终采用少量且固定数量的计算,而与所需的子像素精度无关,从而实现了无限的子像素精度。该算法的设计使其对帧到帧的强度变化不敏感,这是该方法的显着特征。实验结果表明,该方法优于不同光照条件下的时空差分和表面拟合算法。本文还讨论了所提出的图像稳定算法对MPEG-2视频压缩性能的影响。我们报告说,尽管运动矢量在MPEG-2中进行了差分编码,但从不稳定的视频中去除全局运动直至子像素精度仍显着提高了MPEG-2压缩性能(对于所有帧类型,至少提高了1 dB)。通过使用建议的子像素配准算法的实验结果以及对MPEG-2中接受的宏块编码首选项的分析,可以支持此结果。

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