Scinovex
reviewTop 1% cited

Medical image registration

Physics in Medicine and Biology · 2001 · Vol. 46(3) · pp. R1–R45
David HillPhilipp G. BatchelorMark P. HoldenDavid J. Hawkes

Abstract

Radiological images are increasingly being used in healthcare and medical research. There is, consequently, widespread interest in accurately relating information in the different images for diagnosis, treatment and basic science. This article reviews registration techniques used to solve this problem, and describes the wide variety of applications to which these techniques are applied. Applications of image registration include combining images of the same subject from different modalities, aligning temporal sequences of images to compensate for motion of the subject between scans, image guidance during interventions and aligning images from multiple subjects in cohort studies. Current registration algorithms can, in many cases, automatically register images that are related by a rigid body transformation (i.e. where tissue deformation can be ignored). There has also been substantial progress in non-rigid registration algorithms that can compensate for tissue deformation, or align images from different subjects. Nevertheless many registration problems remain unsolved, and this is likely to continue to be an active field of research in the future.

Medical Image Segmentation TechniquesMedical Imaging Techniques and ApplicationsRadiomics and Machine Learning in Medical ImagingImage registrationComputer scienceComputer visionArtificial intelligenceMedical imagingModalitiesField (mathematics)Transformation (genetics)Medical physicsImage (mathematics)

MeSH terms

AlgorithmsDiagnostic ImagingHumansImage Processing, Computer-AssistedRegistriesResearch
Citations
2,073
FWCI
65.04
field-weighted impact
References
129
Percentile
100%
vs. same field & year
Citations per year
Cited by
References
Alignment by Maximization of Mutual Information
International Journal of Computer Vision · 1997 · 2,580 citations
Nonlinear spatial normalization using basis functions
Human Brain Mapping · 1999 · 1,880 citations
Multimodality image registration by maximization of mutual information
IEEE Transactions on Medical Imaging · 1997 · 4,493 citations
Deformable templates using large deformation kinematics
IEEE Transactions on Image Processing · 1996 · 1,130 citations
A method for registration of 3-D shapes
IEEE Transactions on Pattern Analysis and Machine Intelligence · 1992 · 17,826 citations
Spatial registration and normalization of images
Human Brain Mapping · 1995 · 3,748 citations
Mathematical Foundations of Elasticity
Journal of Applied Mechanics · 1984 · 2,685 citations
Citation Network

How this paper connects to the literature. Drag to explore, click any node to open that paper.