Estimating the phase congruency of localised frequencies

P. J. Myerscough, M. Nixon
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引用次数: 3

Abstract

Phase congruency is a new method for detecting features in images. One of its significant strengths is its invariance to lighting variation within an image, as well as being able to detect a wide range of interesting features. We present a method for estimating the phase congruency of localised frequencies that cannot be measured separately by Gabor filters. We show that by measuring the ratio of the standard deviation to the mean energy between different phase shifted Gabor filters we are able to estimate whether the localised frequencies are phase congruent. We then show example results from applying this estimation procedure to a set of images. We also show improvements when compared to another phase congruency detector. We conclude that the concept of estimating the phase congruency of localised features is possible, but more work is needed to mature the technique to a robust feature detector.
估计局域频率的相位一致性
相位一致性是一种新的图像特征检测方法。它的一个显著优势是它对图像内照明变化的不变性,以及能够检测到广泛的有趣特征。我们提出了一种估计局域频率相一致性的方法,这种局域频率不能用Gabor滤波器单独测量。我们表明,通过测量不同相移Gabor滤波器之间的标准偏差与平均能量的比值,我们能够估计局域频率是否相位一致。然后,我们展示了将该估计过程应用于一组图像的示例结果。与另一种相位一致性检测器相比,我们也显示出改进。我们得出结论,估计局部特征的相位一致性的概念是可能的,但需要做更多的工作来使该技术成熟为一个鲁棒的特征检测器。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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