2 papers
cs.CV2025
Is Uncertainty Quantification a Viable Alternative to Learned Deferral?
Anna M. Wundram, Christian F. Baumgartner
Artificial Intelligence (AI) holds the potential to dramatically improve patient care. However, it is not infallible, necessitating human-AI-collaboration to ensure safe implementa…
eess.IV2024
Conformal Performance Range Prediction for Segmentation Output Quality Control
Anna M. Wundram, Paul Fischer, Michael Muehlebach +2
Recent works have introduced methods to estimate segmentation performance without ground truth, relying solely on neural network softmax outputs. These techniques hold potential fo…