Out-of-Distribution Detection Should Use Conformal Prediction (and Vice-versa?)

no code implementations • 18 Mar 2024 • Paul Novello, Joseba Dalmau, Léo Andeol

Based on the work of (Bates et al., 2022), we define new conformal AUROC and conformal FRP@TPR95 metrics, which are corrections that provide probabilistic conservativeness guarantees on the variability of these metrics.

Anomaly Detection Conformal Prediction +2