Search Results for author: Florence De Grancey

Found 3 papers, 1 papers with code

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

no code implementations12 Apr 2023 Léo Andéol, Thomas Fel, Florence De Grancey, Luca Mossina

Deploying deep learning models in real-world certified systems requires the ability to provide confidence estimates that accurately reflect their uncertainty.

Conformal Prediction object-detection +1

Conformal Prediction for Trustworthy Detection of Railway Signals

no code implementations26 Jan 2023 Léo Andéol, Thomas Fel, Florence De Grancey, Luca Mossina

We present an application of conformal prediction, a form of uncertainty quantification with guarantees, to the detection of railway signals.

Conformal Prediction Uncertainty Quantification

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