2013 · 28 citations · 12 references
Medical Image FusionImage AnalysisImage ContentMedical ImagingImage FusionEngineeringBiomedical ImagingMulti-focus Image FusionNeuroimagingClinical ImageMulti-image FusionMedical Image ComputingMedical Image AnalysisFeature FusionMultilevel FusionComputer VisionRadiologyHealth Sciences
Medical image fusion is the idea to improve the image content by fusing images taken from different imaging tools like Computed Tomography (CT), Magnetic Resonance Imaging (MRI), Positron Emission Tomography (PET) and single photon emission computed tomography (SPECT). The objective of image fusion is to combine more useful information and remove redundant information from source registered images. In this survey paper, image fusion techniques are broadly classified into two categories; Pixel level image fusion and transform based image fusion. Various approaches in each category are discussed in detail. Comparative analysis is done based on the limitations and advantages of each method and quantitative analysis is conducted using entropy, UIQI, fusion factor, fusion symmetry and processing time. For analysis purpose we have considered the combination of CT and MRI images. It is very hard to select one method for all applications. But from visual perspective, fused images obtained from fuzzy inference system give better result.
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A universal image quality index
Zhou Wang, Alan C. Bovik · IEEE Signal Processing Letters · 2002 · 5.7K citations
Probability measures of Fuzzy events
Lotfi A. Zadeh · Journal of Mathematical Analysis and Applications · 1968 · 2.5K citations