K-fold CV ensembles and deep ensembles produce distinct uncertainty behaviors, with deep ensembles improving calibration and failure detection while CV ensembles correlate more with inter-rater variability.
IEEE Transactions on Medical Imaging40(12), 3436–3447 (2021)
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CV 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Lost in the Folds: When Cross-Validation Is Not a Deep Ensemble for Uncertainty Estimation
K-fold CV ensembles and deep ensembles produce distinct uncertainty behaviors, with deep ensembles improving calibration and failure detection while CV ensembles correlate more with inter-rater variability.