Deep learning-based super-resolution of structural brain MRI at 1.5 T: application to quantitative volume measurement.
Atita SuwannasakSalita AngkurawaranonPrapatsorn SangpinItthi ChatnuntawechKittichai WantanajittikulUten YarachPublished in: Magma (New York, N.Y.) (2024)
The combination of LR MRI and DL-SR enables addressing prolonged scan time in 3D MRI scans while providing sufficient image quality without affecting brain volume measurement.
Keyphrases
- contrast enhanced
- computed tomography
- image quality
- magnetic resonance imaging
- deep learning
- diffusion weighted imaging
- resting state
- white matter
- dual energy
- magnetic resonance
- functional connectivity
- high resolution
- multiple sclerosis
- cerebral ischemia
- machine learning
- mass spectrometry
- convolutional neural network
- brain injury
- blood brain barrier