Cluster of Workstation based Nonrigid Image Registration Using Free-Form Deformation

Medical Imaging: Image-Guided Procedures(2009)

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摘要
Nonrigid image registration plays an important role in medical application fields. Owing to its complex com- putations, it incurs high computational cost. In this paper, a parallel algorithm schema for nonrigid image registration methods that use B-splines for deformation and mutual information as a similarity measure is pro- posed. It involves a complex interplay of various steps which are analyzed in considerable detail from the view point of parallelizing registration. The algorithms are implemented on a cluster of workstations. We present some results on a 10 processor cluster of PCs and compare them with a sequential implementation. The results show that a speed up of n/2 for n processors in registering large images. The method is fully portable and seamlessly expandable.
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关键词
parallel algorithm,free-form deformation,nonrigid registration,cubic b-spline,optimization,multiresolution,mutual infor- mation,image pyramid,cluster of workstations,algorithms,image registration,mutual information
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