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An Improved Approach for Contrast Enhancement of Spinal Cord Images based on Multiscale Retinex Algorithm

机译:一种改进的脊髓图像对比度增强方法   基于multiscale Retinex算法

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摘要

This paper presents a new approach for contrast enhancement of spinal cordmedical images based on multirate scheme incorporated into multiscale retinexalgorithm. The proposed work here uses HSV color space, since HSV color spaceseparates color details from intensity. The enhancement of medical image isachieved by down sampling the original image into five versions, namely, tiny,small, medium, fine, and normal scale. This is due to the fact that the eachversions of the image when independently enhanced and reconstructed results inenormous improvement in the visual quality. Further, the contrast stretchingand MultiScale Retinex (MSR) techniques are exploited in order to enhance eachof the scaled version of the image. Finally, the enhanced image is obtained bycombining each of these scales in an efficient way to obtain the compositeenhanced image. The efficiency of the proposed algorithm is validated by usinga wavelet energy metric in the wavelet domain. Reconstructed image usingproposed method highlights the details (edges and tissues), reduces image noise(Gaussian and Speckle) and improves the overall contrast. The proposedalgorithm also enhances sharp edges of the tissue surrounding the spinal cordregions which is useful for diagnosis of spinal cord lesions. Elaboratedexperiments are conducted on several medical images and results presented showthat the enhanced medical pictures are of good quality and is found to bebetter compared with other researcher methods.
机译:本文提出了一种新的方法,用于基于多尺度方案的多速率方案来增强脊髓医学图像的对比度。由于HSV颜色空间将颜色细节与强度分开,因此此处建议的工作使用HSV颜色空间。通过将原始图像向下采样为五个版本(小,小,中,精细和正常比例)可以实现医学图像的增强。这是由于以下事实:独立增强和重建图像时,每个版本都会带来视觉质量的显着改善。此外,为了增强图像的每个缩放版本,开发了对比度拉伸和MultiScale Retinex(MSR)技术。最后,通过以有效方式组合这些比例尺中的每一个以获得合成增强图像来获得增强图像。通过在小波域中使用小波能量度量来验证所提出算法的效率。使用提议的方法重建图像可以突出细节(边缘和组织),减少图像噪声(高斯和斑点)并改善整体对比度。所提出的算法还增强了围绕脊髓区域的组织的尖锐边缘,这对于诊断脊髓损伤是有用的。对几幅医学图像进行了详尽的实验,结果表明增强的医学图像质量良好,并且与其他研究人员的方法相比,表现得更好。

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