Deep MR Brain Image Super-Resolution Using Spatio-Structural Priors
Cherukuri V, Guo T, Schiff S, Monga V. Deep MR Brain Image Super-Resolution Using Spatio-Structural Priors. IEEE Transactions On Image Processing 2019, 29: 1368-1383. PMID: 31562091, PMCID: PMC7335214, DOI: 10.1109/tip.2019.2942510.Peer-Reviewed Original ResearchNetwork architectureDeep learning methodsSuper-resolution taskBrain image databaseFeedback layerImage quality measuresLow-rank structureImage databaseArt resultsTraining dataLearning methodsArt methodsImage priorsCompelling stateKey extensionsOutput imageImage matrixImage structureStructural priorsTractable fashionEnhanced sharpnessDifferentiable approximationImage resolutionProcessing constraintsNetwork