Dose Reduction in Molecular Breast Imaging With a New Image-Processing Algorithm.
Tao AT, Hruska CB, Conners AL, Hunt KN, Swanson TN, Tran TD, Manduca A, Borges L, Maidment ADA, Lake D, Johnson MP, Carter RE, Rhodes DJ, O'Connor MK. Dose Reduction in Molecular Breast Imaging With a New Image-Processing Algorithm. American Journal Of Roentgenology 2019, 214: 185-193. PMID: 31593516, DOI: 10.2214/ajr.19.21582.Peer-Reviewed Original ResearchClassification of Background Parenchymal Uptake on Molecular Breast Imaging Using a Convolutional Neural Network
Carter RE, Attia ZI, Geske JR, Conners AL, Whaley DH, Hunt KN, O’Connor M, Rhodes DJ, Hruska CB. Classification of Background Parenchymal Uptake on Molecular Breast Imaging Using a Convolutional Neural Network. JCO Clinical Cancer Informatics 2019, 3: 1-11. PMID: 30807208, PMCID: PMC6446086, DOI: 10.1200/cci.18.00133.Peer-Reviewed Original ResearchConceptsConvolutional neural networkNeural networkDeep learning modelsImage convolutionLearning modelModel performanceBackground parenchymal uptakeTesting dataComputer algorithmAlgorithmExpert radiologistsNetworkDirect matchingDirect matchAccuracyImagesClassificationResearch purposesPerformanceBreast imagingConvolutionEncodingMatchingModelingTraining