Nodeo: A neural ordinary differential equation based optimization framework for deformable image registration
Deformable image registration (DIR), aiming to find spatial correspondence between
images, is one of the most critical problems in the domain of medical image analysis. In this …
images, is one of the most critical problems in the domain of medical image analysis. In this …
ResNet-LDDMM: advancing the LDDMM framework using deep residual networks
BB Amor, S Arguillère, L Shao - IEEE Transactions on Pattern …, 2022 - ieeexplore.ieee.org
In deformable registration, the Riemannian framework–Large Deformation Diffeomorphic
Metric Mapping, or LDDMM for short–has inspired numerous techniques for comparing …
Metric Mapping, or LDDMM for short–has inspired numerous techniques for comparing …
An operator-splitting approach for variational optimal control formulations for diffeomorphic shape matching
We present formulations and numerical algorithms for solving diffeomorphic shape matching
problems. We formulate shape matching as a variational problem governed by a dynamical …
problems. We formulate shape matching as a variational problem governed by a dynamical …
Classification of Deformable Smooth Shapes Through Geodesic Flows of Diffeomorphisms
H Dabirian, R Sultamuratov, J Herring… - Journal of Mathematical …, 2024 - Springer
Let D be a dataset of smooth 3D surfaces, partitioned into disjoint classes CL j, j= 1,…, k. We
show how optimized diffeomorphic registration applied to large numbers of pairs (S, S′), S …
show how optimized diffeomorphic registration applied to large numbers of pairs (S, S′), S …
[PDF][PDF] Geodesics, Splines, and Embeddings in Spaces of Images
M Rajkovic - 2023 - researchgate.net
The main contribution of this thesis concerns two larger mathematical topics. As a first topic,
we study the geodesic and spline interpolation of images in the framework of the …
we study the geodesic and spline interpolation of images in the framework of the …
[PDF][PDF] Large deformation diffeomorphic metric mappings: Theory, numerics, and applications
T Polzin - 2018 - mic.uni-luebeck.de
In this thesis three diffeomorphic image registration methods are proposed. A Discretize-
then-Optimize approach is used to derive these methods from optimal control formulations in …
then-Optimize approach is used to derive these methods from optimal control formulations in …
CLAIRE: Scalable GPU-Accelerated Algorithms for Diffeomorphic Image Registration in 3D
A Mang - Explorations in the Mathematics of Data Science: The …, 2024 - Springer
We present our work on scalable, GPU-accelerated algorithms for diffeomorphic image
registration. The associated software package is termed CLAIRE. Image registration is a …
registration. The associated software package is termed CLAIRE. Image registration is a …