Title :
Diffeomorphic image registration with automatic time-step adjustment
Author :
Pai, Akshay ; Klein, Stefan ; Sommer, Stefan ; Darkner, Sune ; Sporring, Jon ; Nielsen, Mads
Author_Institution :
Univ. of Copenhagen, Copenhagen, Denmark
Abstract :
In this paper, we propose an automated Euler´s time-step adjustment scheme for diffeomorphic image registration using stationary velocity fields (SVFs). The proposed variational problem aims at bounding the inverse consistency error by adaptively adjusting the number of Euler´s step required to realize the time integration. This particular formulation allows us to gain computationally since only relevant number of time steps are taken. We parameterize the SVFs using multi-scale Wendland kernels through the kernel bundle framework. In terms of performance, the proposed scheme reaches the same accuracy as a fixed time-step scheme however at a much less computational cost.
Keywords :
adaptive systems; image registration; medical image processing; operating system kernels; variational techniques; SVF parameterization; adaptive Euler step number adjustment; automated Euler time-step adjustment; automatic time-step adjustment; computational cost reduction; diffeomorphic image registration; fixed time-step scheme; inverse consistency error bounding; kernel bundle framework; multiscale Wendland kernel; stationary velocity field; time integration; variational problem; Accuracy; Biomedical imaging; Cost function; Erbium; Image registration; Indexes; Kernel; Diffeomorphic Registration; Euler´s scheme; Inverse consistency; Kernel Bundle; Wendland Kernels;
Conference_Titel :
Biomedical Imaging (ISBI), 2015 IEEE 12th International Symposium on
Conference_Location :
New York, NY
DOI :
10.1109/ISBI.2015.7164060