2021
Segmentation of Cardiac Structures via Successive Subspace Learning with Saab Transform from Cine MRI
Liu X, Xing F, Gaggin H, Wang W, Kuo C, Fakhri G, Woo J. Segmentation of Cardiac Structures via Successive Subspace Learning with Saab Transform from Cine MRI. Annual International Conference Of The IEEE Engineering In Medicine And Biology Society (EMBC) 2021, 00: 3535-3538. PMID: 34892002, DOI: 10.1109/embc46164.2021.9629770.Peer-Reviewed Original ResearchMeSH KeywordsHeartHeart VentriclesImage Processing, Computer-AssistedMagnetic Resonance Imaging, CineNeural Networks, ComputerConceptsConvolutional neural networkSegmentation of cardiac structuresSaab transformSubspace approximationAccurate segmentation of cardiac structuresDimension reductionConvolutional neural network modelConcatenation of featuresUnsupervised dimension reductionConditional random fieldPixel-wise classificationSupervised dimension reductionU-Net modelMachine learning modelsSubspace learningChannel-wiseSegmentation databaseSegmentation frameworkNeural networkU-NetEfficient segmentationAccurate segmentationLearning modelsCardiac MR imagesRandom field
2017
Rapid computation of single PET scan rest‐stress myocardial blood flow parametric images by table look up
Guehl N, Normandin M, Wooten D, Rozen G, Ruskin J, Shoup T, Woo J, Ptaszek L, Fakhri G, Alpert N. Rapid computation of single PET scan rest‐stress myocardial blood flow parametric images by table look up. Medical Physics 2017, 44: 4643-4651. PMID: 28594441, PMCID: PMC5603217, DOI: 10.1002/mp.12398.Peer-Reviewed Original ResearchMeSH KeywordsAnimalsCoronary CirculationCoronary VesselsHeart VentriclesHumansMalePositron-Emission TomographyRestSwine