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MRI-PET image fusion based on NSCT transform using local energy and local variance fusion rules

机译:基于局部能量和局部方差融合规则的基于NSCT变换的MRI-PET图像融合

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摘要

Image fusion means to integrate information from one image to another image. Medical images according to the nature of the images are divided into structural (such as CT and MRI) and functional (such as SPECT, PET). This article fused MRI and PET images and the purpose is adding structural information from MRI to functional information of PET images. The images decomposed with Nonsubsampled Contourlet Transform and then two images were fused with applying fusion rules. The coefficients of the low frequency band are combined by a maximal energy rule and coefficients of the high frequency bands are combined by a maximal variance rule. Finally, visual and quantitative criteria were used to evaluate the fusion result. In visual evaluation the opinion of two radiologists was used and in quantitative evaluation the proposed fusion method was compared with six existing methods and used criteria were entropy, mutual information, discrepancy and overall performance.
机译:图像融合意味着将信息从一个图像整合到另一图像。医学图像根据图像的性质分为结构性(例如CT和MRI)和功能性(例如SPECT,PET)。本文将MRI和PET图像融合在一起,目的是将MRI的结构信息添加到PET图像的功能信息中。用非下采样Contourlet变换分解图像,然后应用融合规则将两个图像融合。通过最大能量规则组合低频带的系数,并且通过最大方差规则组合高频带的系数。最后,使用视觉和定量标准来评估融合结果。在视觉评估中,使用了两名放射科医生的意见,在定量评估中,将拟议的融合方法与六种现有方法进行了比较,使用的标准是熵,互信息,差异和总体性能。

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