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Investigation of Shift Dependency Effects on Multiresolution-Based Image Fusion Performance

机译:移位相关性对基于多分辨率的图像融合性能的影响研究

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摘要

Image fusion techniques using multiresolution decomposition have become a hot research area due to the fact that it is suitable for multi-scale properties of the human vision system. According to subsampling methods, multiresolution decompositions can be divided into redundant and non-redundant which corresponds to different shift dependency such as shift-variant or shiftinvariant. However, there have been comparatively few studies that have focused on its effects on the fusion performance. This paper investigates shift dependency of various multiresolution-based fusion schemes and analyzes its effects on image fusion performance by quantitative and qualitative methods. We conduct experiments by combining 8 popular multiresolution decomposition methods such as pyramid, wavelet and beyond wavelet with two popular fusion rules. By analyzing and comparing the experimental results, we propose some guidance for using multiresolutionbased fusion schemes.
机译:由于多分辨率分解的图像融合技术适用于人类视觉系统的多尺度特性,因此已成为研究的热点。根据子采样方法,多分辨率分解可以分为冗余和非冗余,它们对应于不同的移位相关性,例如移位变量或移位不变。但是,很少有研究关注其对融合性能的影响。本文研究了各种基于多分辨率的融合方案的移位依赖性,并通过定量和定性方法分析了其对图像融合性能的影响。我们通过将8种流行的多分辨率分解方法(例如金字塔,小波和超越小波)与两种流行的融合规则相结合进行实验。通过分析和比较实验结果,我们为使用基于多分辨率的融合方案提供了一些指导。

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