Prediction of Model Generalizability for Unseen Data: Methodology and Case Study in Brain Metastases Detection in T1-Weighted Contrast-Enhanced 3D MRI

no code implementations • 15 Dec 2022 • Engin Dikici, Xuan Nguyen, Noah Takacs, Luciano M. Prevedello

During the deployment, a given test data's LSM distribution is processed to detect its deviation from the forced distribution; hence, the AI system could predict its generalizability status for any previously unseen data set.