Deep learning super-resolution of paediatric ultra-low-field MRI without paired high-field scans
Ula Briski, Niall Bourke, Hajer Karoui, Kirsten Ann Donald, Layla E. Bradford, Simone R. Williams, Michal R. Zieff, Sadia Parkar, Sidra Kaleem, Salman Osmani, Sean Deoni, Steven Williams, Khula South Africa Data Collection Team, Donna Herr, Marlie Miles, , František Váša
This study develops a deep learning model to enhance ultra-low-field MRI scans to near high-field resolution without paired high-field data, improving image quality and accessibility.
Scientific Reports · Aug 26, 2026Peer-reviewedNeuroscience