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Validation of Finite Element Image Registration‐based Cardiac Strain Estimation from Magnetic Resonance Images
- Source :
- GAMM 2019-90th Annual Meeting of the International Association of Applied Mathematics and Mechanics, GAMM 2019-90th Annual Meeting of the International Association of Applied Mathematics and Mechanics, Feb 2019, Vienna, Austria. ⟨10.1002/pamm.201900418⟩
- Publication Year :
- 2019
- Publisher :
- Wiley, 2019.
-
Abstract
- International audience; Accurate assessment of regional and global function of the heart is an important readout for the diagnosis and routine evaluation of cardiac patients. Indeed, recent clinical and experimental studies suggest that compared to global metrics, regional measures of function could allow for more accurate diagnosis and early intervention for many cardiac diseases. Although global strain measures derived from tagged magnetic resonance (MR) imaging have been shown to be reproducible for the majority of image registration techniques, the measurement of regional heterogeneity of strain is less robust. Moreover, radial strain is underestimated with the current techniques even globally. Finite element (FE)-based techniques offer a mechanistic approach for the regularization of the ill-posed registration problem. This paper presents the validation of a recently proposed FE-based image registration method with mechanical regularization named equilibrated warping. For this purpose, synthetic 3D-tagged MR images are generated from a reference biomechanical model of the left ventricle (LV). The performance of the registration algorithm is consequently tested on the images with different signal-to-noise ratios (SNRs), revealing the robustness of the method.
- Subjects :
- medicine.diagnostic_test
[SDV.IB.IMA]Life Sciences [q-bio]/Bioengineering/Imaging
Computer science
business.industry
[SPI.MECA.BIOM]Engineering Sciences [physics]/Mechanics [physics.med-ph]/Biomechanics [physics.med-ph]
Image registration
Pattern recognition
Magnetic resonance imaging
[SPI.MECA.SOLID]Engineering Sciences [physics]/Mechanics [physics.med-ph]/Solid mechanics [physics.class-ph]
030204 cardiovascular system & hematology
Finite element method
Global strain
030218 nuclear medicine & medical imaging
03 medical and health sciences
Cardiac strain
0302 clinical medicine
Global function
medicine
Artificial intelligence
Image warping
business
[SPI.SIGNAL]Engineering Sciences [physics]/Signal and Image processing
Radial stress
Subjects
Details
- ISSN :
- 16177061
- Volume :
- 19
- Database :
- OpenAIRE
- Journal :
- PAMM
- Accession number :
- edsair.doi.dedup.....9ad4f432d597ab2004950f3709192bdc
- Full Text :
- https://doi.org/10.1002/pamm.201900418