Gaussian Process Interpolation for Uncertainty Estimation in Image Registration

Intensity-based image registration requires resampling images on a common grid to evaluate the similarity function. The uncertainty of interpolation varies across the image, depending on the location of resampled points relative to the base grid. We propose to perform Bayesian inference with Gaussia...

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Bibliographic Details
Main Authors: Wachinger, Christian, Golland, Polina, Reuter, Martin, Wells, William M.
Other Authors: Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory
Format: Article
Language:en_US
Published: Springer-Verlag 2015
Online Access:http://hdl.handle.net/1721.1/100261
https://orcid.org/0000-0002-3652-1874
https://orcid.org/0000-0003-2516-731X