Title
A Deep Learning Framework for Unsupervised Affine and Deformable Image Registration.
Abstract
•Unsupervised Deep Learning Image Registration (DLIR) is feasible for affine and deformable image registration.•The method is unsupervised; no registration examples are necessary to train a ConvNet for image registration.•Once a ConvNet is trained, image registration can be performed on unseen images in one-shot.•Registration, including image resampling, is near real-time.•Unsupervised DLIR yields image registration performance similar to a conventional approach.
Year
DOI
Venue
2019
10.1016/j.media.2018.11.010
Medical Image Analysis
Keywords
DocType
Volume
Deep learning,Unsupervised learning,Affine image registration,Deformable image registration,Cardiac cine MRI,Chest CT
Journal
52
ISSN
Citations 
PageRank 
1361-8415
39
0.90
References 
Authors
23
6
Name
Order
Citations
PageRank
Bob D. de Vos11249.33
Floris F. Berendsen2853.82
M.A. Viergever322720.34
Hessam Sokooti4613.74
Marius Staring597159.25
Ivana Isgum676650.08