DEUE: Delta Ensemble Uncertainty Estimation

Medical AI Research

A novel method for uncertainty estimation in medical imaging AI systems, enabling more reliable predictions of cardiac function from echocardiograms. Published at MICCAI 2022, this work addresses the critical need for AI systems to quantify their own confidence in medical applications.

Key contributions:

  • Novel delta-based uncertainty estimation approach
  • Improved robustness for ejection fraction prediction
  • Better confidence quantification for clinical decision-making
  • Applicable to various medical imaging tasks

Publication: MICCAI 2022 - International Conference on Medical Image Computing and Computer Assisted Intervention