THA-AID: Deep Learning Tool for Total Hip Arthroplasty Automatic Implant Detection With Uncertainty and Outlier Quantification
Rouzrokh P, Mickley J, Khosravi B, Faghani S, Moassefi M, Schulz W, Erickson B, Taunton M, Wyles C. THA-AID: Deep Learning Tool for Total Hip Arthroplasty Automatic Implant Detection With Uncertainty and Outlier Quantification. The Journal Of Arthroplasty 2023, 39: 966-973.e17. PMID: 37770007, DOI: 10.1016/j.arth.2023.09.025.Peer-Reviewed Original ResearchConceptsOut-of-domainDeep learningOut-of-domain test setsOutlier dataTest set accuracyDeep learning toolsLabel predictionHuman expertsIn-domainDL modelsCustomized frameworkPrediction uncertaintyConformal predictionDL toolsTest setAcetabular componentExternal testLearning toolsTime-consumingIn situ implantationUncertainty quantificationPerformanceAccuracyImplant detectionClassifier
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