Alexander Timans*

Adaptive Bounding Box Uncertainties via Two-Step Conformal Prediction

"Quantifying a model’s predictive uncertainty is essential for safety-critical applications such as autonomous driving. We consider quantifying such uncertainty for multi-object detection. In particular, we leverage conformal prediction to obtain uncertainty intervals with guaranteed coverage for ob…