2 papers
cs.CV2024
The Penalized Inverse Probability Measure for Conformal Classification
Paul Melki, Lionel Bombrun, Boubacar Diallo +2
The deployment of safe and trustworthy machine learning systems, and particularly complex black box neural networks, in real-world applications requires reliable and certified guar…
cs.CV2023
Group-Conditional Conformal Prediction via Quantile Regression Calibration for Crop and Weed Classification
Paul Melki, Lionel Bombrun, Boubacar Diallo +2
As deep learning predictive models become an integral part of a large spectrum of precision agricultural systems, a barrier to the adoption of such automated solutions is the lack…