Deep learning-accelerated image reconstruction in MRI of the orbit to shorten acquisition time and enhance image quality.

Arne EstlerLeonie ZerweckMerle BrunnéeBent EstlerTill-Karsten HauserVivien RichterAnja ÖrgelEva BürkleHannes BeckerHelene HurthStéphane StahlEva-Maria KonradCarina KelbschUlrike ErnemannGeorg Gohla

Published in: Journal of neuroimaging : official journal of the American Society of Neuroimaging (2024)

The study proved that using DL for MRI image reconstruction in orbital scans significantly cut acquisition time by 69%. This approach also enhanced image quality, reduced image noise, sharpened images, and boosted diagnostic confidence.

Keyphrases

image quality
deep learning
computed tomography
contrast enhanced
dual energy
convolutional neural network
artificial intelligence
magnetic resonance imaging
machine learning
diffusion weighted imaging
air pollution