One-vs-all classification on CIFAR-10

94AccuracyBayesian Log. Reg.

Evaluation results

Method
Bayesian Log. Reg.2026.06	94	0.01	0
Likelihood2026.06	94	0.06	0.14
Bayesian Log. Reg.2026.06	93	0.02	0
Bayesian Log. Reg.2026.06	93	0.01	0
Bayesian Log. Reg.2026.06	93	0.01	0
Likelihood2026.06	93	0.05	0.14
Likelihood2026.06	93	0.06	0.15
Likelihood2026.06	93	0.05	0.15
Bayesian Log. Reg.2026.06	92	0.01	0
Bayesian Log. Reg.2026.06	92	0.19	0.24
Likelihood2026.06	92	0.06	0.14
Likelihood2026.06	92	0.06	0.15
MC-Dropout2026.06	92	0.02	0.01
Deep Ensemble2026.06	92	0.02	0.01
Bayesian Deep2026.06	92	0.03	0.01
Bayesian Log. Reg.2026.06	91	0.01	0
Bayesian Log. Reg.2026.06	91	0.01	0
Bayesian Log. Reg.2026.06	91	0.01	0
Likelihood2026.06	91	0.07	0.14
Likelihood2026.06	91	0.09	0.13
Likelihood2026.06	91	0.03	0.15
EK-NN2026.06	91	0.04	0.09
EK-NN2026.06	91	0.03	0.08
EK-NN2026.06	91	0.02	0.08
EK-NN2026.06	91	0.06	0.08
Random Forest2026.06	91	0.04	0.04
Random Forest2026.06	91	0.04	0.03
Random Forest2026.06	91	0.04	0.04
Random Forest2026.06	91	0.04	0.04
MC-Dropout2026.06	91	0.02	0.01
MC-Dropout2026.06	91	0.02	0.01
MC-Dropout2026.06	91	0.01	0.01
MC-Dropout2026.06	91	0.01	0.01
MC-Dropout2026.06	91	0.01	0.01
Deep Ensemble2026.06	91	0.01	0.01
Deep Ensemble2026.06	91	0.03	0.01
Deep Ensemble2026.06	91	0.02	0.01
Deep Ensemble2026.06	91	0.02	0
Deep Ensemble2026.06	91	0.02	0.01
Bayesian Deep2026.06	91	0.04	0.01
Bayesian Deep2026.06	91	0.06	0.01
Bayesian Deep2026.06	91	0.04	0.01
Bayesian Deep2026.06	91	0.04	0.01
Bayesian Deep2026.06	91	0.03	0.01
Bayesian Deep2026.06	91	0.04	0.01
Bayesian Log. Reg.2026.06	90	0.01	0
Likelihood2026.06	90	0.03	0.15
EK-NN2026.06	90	0.05	0.09
EK-NN2026.06	90	0.01	0.09
EK-NN2026.06	90	0.07	0.09
EK-NN2026.06	90	0.01	0.09
EK-NN2026.06	90	0.04	0.09
Random Forest2026.06	90	0.02	0.04
Random Forest2026.06	90	0.01	0.04
Random Forest2026.06	90	0.02	0.04
Random Forest2026.06	90	0.03	0.04
Random Forest2026.06	90	0.04	0.04
MC-Dropout2026.06	90	0.01	0
MC-Dropout2026.06	90	0.01	0
MC-Dropout2026.06	90	0.02	0.01
Deep Ensemble2026.06	90	0.04	0.01
Deep Ensemble2026.06	90	0.04	0.01
Deep Ensemble2026.06	90	0.01	0.01
Bayesian Deep2026.06	90	0.05	0.01
Bayesian Deep2026.06	90	0.07	0.01
MC-Dropout2026.06	88	0.01	0.01
Deep Ensemble2026.06	88	0.03	0.01
Bayesian Deep2026.06	88	0.04	0.01
Centroids2026.06	71	0.34	0.06
Centroids2026.06	71	0.35	0.05
DropConnect2026.06	71	0.01	0
DropConnect2026.06	71	0.02	0
Centroids2026.06	70	0.37	0.07
Centroids2026.06	70	0.35	0.06
DropConnect2026.06	70	0.03	0
DropConnect2026.06	70	0.01	0
EK-NN2026.06	69	0.03	0.08
Random Forest2026.06	69	0.03	0.04
Centroids2026.06	68	0.38	0.07
DropConnect2026.06	68	0.01	0
Centroids2026.06	67	0.38	0.07
Centroids2026.06	67	0.35	0.07
DropConnect2026.06	67	0.01	0
DropConnect2026.06	67	0.01	0
Centroids2026.06	65	0.38	0.07
DropConnect2026.06	65	0.02	0
Centroids2026.06	64	0.36	0.07
DropConnect2026.06	64	0.02	0
Centroids2026.06	63	0.39	0.08
DropConnect2026.06	63	0.02	0