双侧和hessian滤波器的脑血管增强

Azimah Ajam, A. Aziz, V. Asirvadam, L. I. Izhar, S. Muda
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引用次数: 4

摘要

磁共振血管造影(MRA)中的血管增强是脑卒中手术计划和后续处理的重要预处理步骤。双边滤波器由于具有平滑图像和保持图像边缘的能力而被广泛用于降低噪声。它的缺点是过度平滑,导致血管不连续,当应用于MRA图像。基于hessian的滤波器具有增强血管和保持几何结构的能力。结合双边滤波器和黑森滤波器的优点,提出了一种血管增强技术。通过对比峰值信噪比(PSNR),结果表明加权双侧滤波器能更好地抑制噪声。然后,对几种类型的预处理图像进行基于hessian的滤波,比较该技术在不同类型图像上的性能。我们的方法在抑制hessian滤波器增强的噪声方面取得了很好的效果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Cerebral vessel enhancement using bilateral and Hessian-based filter
Vessel enhancement in magnetic resonance angiography (MRA) is an important preprocessing step for stroke surgical planning and further processing. Bilateral filter has been widely used to reduce noise due to its ability for smoothing an image and preserve the edges. It suffers a drawback of over smoothing that leads to discontinuity of blood vessels when applied to MRA image. Hessian-based filter is known to have the ability of enhancing the vessels and preserving the geometrical structure. This paper presents the vessel enhancement technique which combines bilateral and Hessian-based filters to exploit the advantages of them. The bilateral filtered images show that weighted bilateral filter can reduce more noise when comparing the peak signal-to-noise ratio (PSNR) value. Then, Hessian-based filter is performed on several types of preprocessed images to compare the performance of this technique on different types of images. Our method shows a promising result in suppressing the noise that is enhanced by Hessian-based filter.
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