A VAE with multi-head attention and an uncertainty-weighted anomaly score reports 0.834 ROC AUC on BraTS2020 brain MRI, but the evaluation uses only 60 test slices and the epistemic uncertainty estimate is not a Bayesian quantity.
Journal of Medical Systems 45(4), 1–16 (2021)
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Bayesian Autoencoder for Medical Anomaly Detection: Uncertainty-Aware Approach for Brain 2 MRI Analysis
A VAE with multi-head attention and an uncertainty-weighted anomaly score reports 0.834 ROC AUC on BraTS2020 brain MRI, but the evaluation uses only 60 test slices and the epistemic uncertainty estimate is not a Bayesian quantity.