U-FaceBP combines multiple Bayesian neural networks in an ensemble to estimate blood pressure from face video modalities while quantifying uncertainty, showing improved performance on datasets with 1197 diverse subjects.
Pre-training strategies and datasets for facial representation learning,
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U-FaceBP: Uncertainty-aware Bayesian Ensemble Deep Learning for Face Video-based Blood Pressure Estimation
U-FaceBP combines multiple Bayesian neural networks in an ensemble to estimate blood pressure from face video modalities while quantifying uncertainty, showing improved performance on datasets with 1197 diverse subjects.