Uncertainty-Aware Deep Learning Characterization of Knee Radiographs for Large-Scale Registry Creation
Mulford K, Grove A, Kaji E, Rouzrokh P, Roman R, Kremers M, Maradit Kremers H, Taunton M, Wyles C. Uncertainty-Aware Deep Learning Characterization of Knee Radiographs for Large-Scale Registry Creation. The Journal Of Arthroplasty 2024, 40: 1232-1238. PMID: 39477040, PMCID: PMC11985313, DOI: 10.1016/j.arth.2024.10.103.Peer-Reviewed Original ResearchConceptsObject detection modelDetection modelF1 scoreConformal predictionAverage precisionOut-of-domain imagesOut-of-domainPer-class F1-scoresUncertainty-awareMultilabel classifierEfficientNet modelIngestion pipelineLabel outputsClassification modelClassifierDomain detectionHeld-outMultilabelUncertainty quantificationModel performanceKnee imagesEfficientNetLarge-scaleHardwarePrecision
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