光学相干断层成像的自适应加权双侧滤波

N. Anantrasirichai, Lindsay B. Nicholson, J. Morgan, I. Erchova, A. Achim
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引用次数: 7

摘要

提出了一种视网膜光学相干断层扫描(OCT)图像增强方法。原始OCT图像含有大量的斑点,导致图像颗粒状,对比度很低。因此,在进行任何临床解释之前,需要对原始OCT图像进行处理。我们提出了一种新的方法来去除斑点,同时保留每个视网膜层中包含的有用信息。该过程从基于双树复小波变换(DT-CWT)的多尺度去斑开始。然后,我们通过使用新型自适应加权双边滤波器(AWBF)的平滑处理进一步增强OCT图像。这提供了在OCT图像中保留纹理的理想特性。青光眼的分类结果证实了该方法能显著提高OCT图像的临床应用价值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Adaptive-weighted bilateral filtering for optical coherence tomography
This paper presents an image enhancement method for retinal optical coherence tomography (OCT) images. Raw OCT images contain a large amount of speckle which causes images to be grainy and very low contrast. The raw OCT images thus need to be processed before any clinical interpretation is made. We propose a novel method to remove speckle, while preserving useful information contained in each retinal layer. The process starts with multi-scale despeckling based on a dual-tree complex wavelet transform (DT-CWT). Then, we further enhance the OCT image through a smoothing process that uses a novel adaptive-weighted bilateral filter (AWBF). This offers the desirable property of preserving texture within the OCT images. Glaucoma classification results confirm that our method can significantly enhance the clinical usefulness of OCT images.
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