2 citations · 3 across the 3 of their papers we have counts for
3 papers
stat.ML2025
Conformal Object Detection by Sequential Risk Control
Léo andéol, Luca Mossina, Adrien Mazoyer +1
Recent advances in object detectors have led to their adoption for industrial uses. However, their deployment in safety-critical applications is hindered by the inherent lack of re…
cs.LG2023★ 2 cited
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…
stat.ML2023★ 1 cited
Conformal Prediction for Trustworthy Detection of Railway Signals
Léo Andéol, Thomas Fel, Florence De Grancey +1
We present an application of conformal prediction, a form of uncertainty quantification with guarantees, to the detection of railway signals. State-of-the-art architectures are tes…