Clinical-grade computational pathology using weakly supervised deep learning on whole slide images
Campanella G, Hanna M, Geneslaw L, Miraflor A, Werneck Krauss Silva V, Busam K, Brogi E, Reuter V, Klimstra D, Fuchs T. Clinical-grade computational pathology using weakly supervised deep learning on whole slide images. Nature Medicine 2019, 25: 1301-1309. PMID: 31308507, PMCID: PMC7418463, DOI: 10.1038/s41591-019-0508-1.Peer-Reviewed Original ResearchConceptsDecision support systemWhole slide imagesTrain accurate classification modelsManually annotated datasetDevelopment of decision support systemsSlide imagesPixel-wise manual annotationSupervised deep learningSupport systemAccurate classification modelDeep learning systemComputer decision support systemDeep learningManual annotationData curationClassification modelLearning systemComputational pathologyDatasetDeploymentMetastasis to axillary lymph nodesAxillary lymph nodesBasal cell carcinomaClinical practiceImages
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