2019
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
2018
Deep Mr Image Super-Resolution Using Structural Priors
Cherukuri V, Guo T, Schiff S, Monga V. Deep Mr Image Super-Resolution Using Structural Priors. 2014 IEEE International Conference On Image Processing (ICIP) 2018, 00: 410-414. PMID: 30930696, PMCID: PMC6440206, DOI: 10.1109/icip.2018.8451496.Peer-Reviewed Original ResearchConvolutional neural networkImage superresolutionMR Image Super-ResolutionDeep learning methodsSuper-resolution taskBrain image databaseImage Super-ResolutionLow-rank structureImage databaseArt resultsNeural networkLearning methodsTraining imageryImage priorsCompelling stateSuper-ResolutionImage matrixImage structureStructural priorsTractable fashionDifferentiable approximationImage resolutionNetworkMagnetic resonance imagesPromising results