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首页> 外文期刊>IEEE transactions on multimedia >Directive Contrast Based Multimodal Medical Image Fusion in NSCT Domain
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Directive Contrast Based Multimodal Medical Image Fusion in NSCT Domain

机译:NSCT域中基于指令对比度的多模态医学图像融合

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摘要

Multimodal medical image fusion, as a powerful tool for the clinical applications, has developed with the advent of various imaging modalities in medical imaging. The main motivation is to capture most relevant information from sources into a single output, which plays an important role in medical diagnosis. In this paper, a novel fusion framework is proposed for multimodal medical images based on non-subsampled contourlet transform (NSCT). The source medical images are first transformed by NSCT followed by combining low- and high-frequency components. Two different fusion rules based on phase congruency and directive contrast are proposed and used to fuse low- and high-frequency coefficients. Finally, the fused image is constructed by the inverse NSCT with all composite coefficients. Experimental results and comparative study show that the proposed fusion framework provides an effective way to enable more accurate analysis of multimodality images. Further, the applicability of the proposed framework is carried out by the three clinical examples of persons affected with Alzheimer, subacute stroke and recurrent tumor.
机译:多模式医学图像融合作为一种强大的临床应用工具,随着医学成像中各种成像方式的出现而发展起来。其主要动机是将最相关的信息从来源中捕获到一个输出中,这在医学诊断中起着重要作用。本文提出了一种基于非下采样轮廓波变换(NSCT)的多模式医学图像融合框架。首先通过NSCT转换源医学图像,然后组合低频和高频分量。提出了两种基于相位一致性和方向对比的不同融合规则,用于融合低频系数和高频系数。最终,通过具有所有复合系数的反NSCT构造融合图像。实验结果和比较研究表明,提出的融合框架提供了一种有效的方法,能够对多模态图像进行更准确的分析。此外,所提出的框架的适用性通过患有阿尔茨海默氏症,亚急性中风和复发性肿瘤的人的三个临床实例来进行。

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