Keywords: Myocardium, Cardiovascular
Motivation: Prolonged scan times in high-resolution 3D late gadolinium enhancement (LGE) cardiovascular magnetic resonance (CMR) imaging hinders the full potential in clinical applications.
Goal(s): The primary goal of this study was to develop and evaluate a 3D enhanced-resolution for 2D (ky-kz) accelerated 3D LGE imaging.
Approach: A 3D generative adversarial network was implemented to enhance the spatial resolution of 2D-accelerated 3D LGE images.
Results: The proposed method at 6-fold acceleration (3-fold in ky and 2-fold in kz) maintained intricate scar details and improved image quality.
Impact: The improvement in acquisition speed by 2D acceleration may benefit patients presenting with heavy respiratory motion and may be less sensitive to contrast washout.
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