Super-resolution reconstruction of T2-weighted thick-slice neonatal brain MRI scans.
N Ceren Askin IncebacakYao SuiLaura Gui LevyLaura MerliniJoana Sa de AlmeidaSebastien CourvoisierTess E WallaceAntoine KlauserOnur AfacanSimon K WarfieldPetra HüppiFrancois LazeyrasPublished in: Journal of neuroimaging : official journal of the American Society of Neuroimaging (2021)
Qualitative and quantitative assessments showed that 3D SRR of several LR images produces images that are of comparable quality to standard 2D HR image acquisition for healthy neonatal imaging without loss of anatomical details with similar edge definition allowing the detection of fine anatomical structures and permitting comparable morphometric measurement.
Keyphrases
- deep learning
- contrast enhanced
- high resolution
- convolutional neural network
- magnetic resonance imaging
- computed tomography
- optical coherence tomography
- magnetic resonance
- white matter
- air pollution
- diffusion weighted imaging
- resting state
- machine learning
- systematic review
- quality improvement
- label free
- loop mediated isothermal amplification
- network analysis
- photodynamic therapy
- multiple sclerosis
- dual energy
- brain injury