一种基于频域的快速全搜索块匹配算法

F. Essannouni, R. Thami, A. Salam, D. Aboutajdine
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引用次数: 13

摘要

使用完整搜索的块匹配算法的压倒性复杂性促使许多公司和学术研究人员提出了无数的算法。我们面临的挑战是在不损失太多性能和输出质量的情况下,尽可能地降低整个搜索的计算复杂度。在本文中,我们提出了一种新的快速算法,它可以获得与直接全搜索算法完全相同的最优结果。关键思想是表达一个鲁棒匹配标准和平方差(SSD)的相互关联操作。通过快速傅里叶变换(FFT)计算频域内的相互关系来获得速度。我们还提出了一个比较性能分析,表明所提出的方法大大优于当前的频域运动估计。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A new fast full search block matching algorithm using frequency domain
The overwhelming complexity of block matching algorithm using a full search has prompted many companies and academic researchers to propose a myriad of algorithms. The challenge is to decrease the computational complexity of the full search as much as possible without losing too much performance and quality at the output. In this paper, we propose a new and fast algorithm which achieves exactly the same optimal result as the direct full search algorithm. The key idea is to express a robust matching criteria sum square difference (SSD) in terms of cross correlation operations. Speed is obtained from computing the cross correlations in the frequency domain via the Fast Fourier Transform (FFT). We also present a comparative performance analysis, which shows that the proposed method greatly outperforms the state-ofthe-art in frequency-domain motion estimation.
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