Title :
An extension of thin-plate splines for image registration with radial basis functions
Author :
Rohr, Karl ; Wörz, Stefan
Author_Institution :
Dept. Bioinf. & Functional Genomics, Univ. of Heidelberg, Heidelberg, Germany
Abstract :
Thin-plate splines are probably the most often used technique for landmark-based registration with radial basis functions. However, a disadvantage is that the locality of the transformation cannot be controlled. We introduce an extension of thin-plate splines which enables to control the spatial influence of acting forces and thus the locality of the transformation. Our approach is based on a new type of splines which we derived as closed-form solution of the biharmonic partial differential equation under certain forces. We have applied our approach to synthetic and real image data and have compared the results with standard thin-plate splines registration.
Keywords :
image registration; medical image processing; partial differential equations; radial basis function networks; splines (mathematics); biharmonic partial differential equation; closed form solution; image registration; landmark based registration; radial basis functions; thin plate spline extension; thin plate spline registration; transformation locality; Closed-form solutions; Equations; Image registration; Interpolation; Linear systems; Splines (mathematics); Standards; Deformable registration; landmark-based registration; non-rigid registration; thin-plate splines;
Conference_Titel :
Biomedical Imaging (ISBI), 2012 9th IEEE International Symposium on
Conference_Location :
Barcelona
Print_ISBN :
978-1-4577-1857-1
DOI :
10.1109/ISBI.2012.6235579