2019
Atlas-Based Multiorgan Segmentation for Dynamic Abdominal PET
Ren S, Laub P, Lu Y, Naganawa M, Carson R. Atlas-Based Multiorgan Segmentation for Dynamic Abdominal PET. IEEE Transactions On Radiation And Plasma Medical Sciences 2019, 4: 50-62. DOI: 10.1109/trpms.2019.2926889.Peer-Reviewed Original ResearchMultiorgan segmentationSegmentation methodDynamic image seriesDynamic imagesFrames of dataHyperparameter optimizationAutomatic frameworkSegmentation frameworkDynamic PET imagesSegmentation resultsGraph cutsFinal segmentationHyperparameter combinationsTemporal informationAtlas informationPET imagesTissue time-activity curvesManual segmentationSegmentationImage seriesGaussian distributionPrincipal component analysisBetter performanceImagesDifferent activity distributions
2007
Temporal and spatial blood information estimation using Bayesian ICA in dynamic cerebral positron emission tomography
Naganawa M, Kimura Y, Ishii K, Oda K, Ishiwata K. Temporal and spatial blood information estimation using Bayesian ICA in dynamic cerebral positron emission tomography. Digital Signal Processing 2007, 17: 979-993. DOI: 10.1016/j.dsp.2007.03.002.Peer-Reviewed Reviews, Practice Guidelines, Standards, and Consensus StatementsVolume imagesHuman brain PET studiesEnsemble learningSource imagesInformation estimationStandard independent component analysisBlood informationIndependent component analysisBlood volume imagesNonnegative constraintsCost functionImagesBrain PET studiesPET imagesGaussian distributionComponent analysisLearningTomographic imagesSchemePriorsCerebral positron emission tomographyInformationConstraintsMethod