Penile curvature, Hypospadias

Article DOIhttps://doi.org/10.3389/fped.2023.1149318
ObjectiveTo determine accurate penile curvature without requiring arc length
AI ApproachCNN
Data Source(s)Nine 3D-printed penile models (913 image dataset); 4 intraoperative penile images
Model InputImage of hypospadias
Model OutcomePenile Curvature
Model MetricsAbs. mean average error < 5 degrees
AI variance (for cases of 30 deg curv) = 1.7 deg
AI variance (for cases of 70 deg curv) = 6 deg
Model UsabilityNA
AI = Artificial Intelligence, CNN = Convolutional neural network

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