一种鲁棒的基于倒谱的投影图像配准算法

H. Sarnel
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引用次数: 3

摘要

二维相位相关和二维倒谱技术是解决基于平移的图像配准问题的两种方法。然而,这两种方法都有很大的计算负荷。在较小的平移范围内,通过对图像的一维投影应用相位相关性来减少计算负荷,获得了令人满意的结果(Alliney, S. and Morandi, C., 1986)。本文提出了一种基于倒谱技术的图像投影算法。通过从投影加法的倒频谱中减去投影差的倒频谱,提出了一种增强倒频谱技术。通过对功率谱进行平方根白化而不是对数白化,然后再使用高通滤波器,可以获得优于一维相位相关的性能。该算法在配准噪声图像时具有更大的平移范围,在图像模糊程度不同的情况下明显优于相位相关方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A robust cepstrum-based algorithm for image registration using projections
The 2D phase correlation and the 2D cepstrum technique are known as two solutions to the translation-based image registration problem. However, both methods have a large computational load. Satisfactory results were obtained in a smaller translation range by applying phase correlations to the 1D projections of images to reduce the computational load (Alliney, S. and Morandi, C., 1986). The paper presents a new algorithm based on applying the cepstrum technique to image projections in a similar way. An enhanced cepstrum technique is developed by subtracting the cepstrum of the projection differences from the cepstrum of the projection additions. A superior performance compared to that of the 1D phase correlation can be obtained by whitening the power spectrum by the square-root instead of the logarithm and using a high-pass filter afterwards. The algorithm yields larger translation ranges in registering noisy images and remarkably outperforms the phase correlation method in the case of different degrees of blurring between images.
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