Literature DB >> 28331885

Formulation of image fusion as a constrained least squares optimization problem.

Nicholas Dwork1, Eric M Lasry2, John M Pauly1, Jorge Balbás3.   

Abstract

Fusing a lower resolution color image with a higher resolution monochrome image is a common practice in medical imaging. By incorporating spatial context and/or improving the signal-to-noise ratio, it provides clinicians with a single frame of the most complete information for diagnosis. In this paper, image fusion is formulated as a convex optimization problem that avoids image decomposition and permits operations at the pixel level. This results in a highly efficient and embarrassingly parallelizable algorithm based on widely available robust and simple numerical methods that realizes the fused image as the global minimizer of the convex optimization problem.

Keywords:  convex optimization; image fusion; medical imaging

Year:  2017        PMID: 28331885      PMCID: PMC5329707          DOI: 10.1117/1.JMI.4.1.014003

Source DB:  PubMed          Journal:  J Med Imaging (Bellingham)        ISSN: 2329-4302


  12 in total

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