Reproduce “You Cannot Recover What Was Never Measured: Quantifying the Information Ceiling of Ultra-Low-Field MRI Super-Resolution” on OpenResearch
Turn your favorite coding agents into research agents that review literature, develop hypotheses, and run experiments.
Universal app for Apple silicon and Intel. Requires macOS 11 or later.
About this paper
Prathamesh Pradeep Khole, Shreya Handa, Utkarsh Gupta, Razvan Marinescu
The authors measure how much subject-specific structure paired 64 mT and 3T MRI scans share, then test super-resolution outputs against the subject’s own and a stranger’s 3T scan. The measured whole-brain ceiling is 3.157 mm half-pitch (6.313 mm full-period) on Zenodo T1w, with a 95% confidence interval of 2.46–3.61 mm half-pitch. Finer output detail is not automatically recovered anatomy, and the ceiling is scanner- and sequence-dependent.
Summary by alphaXiv.
Tip: change arxiv.org to autoarxiv.org in any arXiv abstract link to open the paper here.