Confident Object Detection via Conformal Prediction and Conformal Risk Control: an Application to Railway Signaling

Léo Andéol, Thomas Fel, Florence De Grancey +1

Deploying deep learning models in real-world certified systems requires the ability to provide confidence estimates that accurately reflect their uncertainty. In this paper, we dem…