2020
Multi-site fMRI analysis using privacy-preserving federated learning and domain adaptation: ABIDE results
Li X, Gu Y, Dvornek N, Staib LH, Ventola P, Duncan JS. Multi-site fMRI analysis using privacy-preserving federated learning and domain adaptation: ABIDE results. Medical Image Analysis 2020, 65: 101765. PMID: 32679533, PMCID: PMC7569477, DOI: 10.1016/j.media.2020.101765.Peer-Reviewed Original ResearchConceptsDeep learning modelsFederated LearningPrivacy-preserving federated learningLearning modelFederated learning approachPrivacy-preserving strategyDomain adaptation methodsData analysis problemsLocal model weightsIterative optimization algorithmEntity dataDomain adaptationLearning approachLearning formulationMulti-site dataRandomization mechanismAdaptation methodNeuroimage analysisDifferent tasksModel weightsModel optimizationOptimization algorithmPrivate informationTraining strategyAnalysis problem
1990
Medical image analysis using model-based optimization
Duncan J, Staib L, Birkholzer T, Owen R, Anandan P, Bozma I. Medical image analysis using model-based optimization. 1990, 370-377. DOI: 10.1109/vbc.1990.109344.Peer-Reviewed Original ResearchMedical image analysisObject recognition problemOutlines of objectsModel-based optimizationRecognition problemExtracting featuresSegmented objectsOptimization theoryMathematical modelMedical imagingObject shapeUnifying approachAnalysis problemImage analysisThird exampleQuantitative descriptionObjectsMovement propertiesProblemSegmentationAnalysis methodPurpose of diagnosisOptimizationExampleMotion