Total Knee Arthroplasty Automated Implant Detector: An Uncertainty-Aware Deep Learning Classifier to Identify Total Knee Arthroplasty Implants
Mulford K, Saniei S, Kaji E, Grove A, Girod-Hoffman M, Rouzrokh P, Abdel M, Taunton M, Wyles C. Total Knee Arthroplasty Automated Implant Detector: An Uncertainty-Aware Deep Learning Classifier to Identify Total Knee Arthroplasty Implants. The Journal Of Arthroplasty 2025 PMID: 39832639, DOI: 10.1016/j.arth.2025.01.019.Peer-Reviewed Original ResearchHeld-out test setTest setDetection systemDeep learning classifierDeep learning algorithmsDeep learning modelsExternal test setUncertainty-awareEfficientNet architectureLearning algorithmsLearning classifiersConformal predictionLearning modelsExternal testPrimary knee implantsModel accuracyTime-consumingUncertainty quantificationSafety mechanismsAverage model accuracyModel performanceUncertainty estimationImagesEfficientNetClassifier
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