One-vs-all classification on CIFAR-10
94AccuracyBayesian Log. Reg.
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Bayesian Log. Reg.Class=ship2026.06 | 94 | 0.01 | 0 | |
| LikelihoodClass=ship2026.06 | 94 | 0.06 | 0.14 | |
| Bayesian Log. Reg.Class=airplane2026.06 | 93 | 0.02 | 0 | |
| Bayesian Log. Reg.Class=auto.2026.06 | 93 | 0.01 | 0 | |
| Bayesian Log. Reg.Class=horse2026.06 | 93 | 0.01 | 0 | |
| LikelihoodClass=airplane2026.06 | 93 | 0.05 | 0.14 | |
| LikelihoodClass=auto.2026.06 | 93 | 0.06 | 0.15 | |
| LikelihoodClass=horse2026.06 | 93 | 0.05 | 0.15 | |
| Bayesian Log. Reg.Class=frog2026.06 | 92 | 0.01 | 0 | |
| Bayesian Log. Reg.Class=truck2026.06 | 92 | 0.19 | 0.24 | |
| LikelihoodClass=frog2026.06 | 92 | 0.06 | 0.14 | |
| LikelihoodClass=truck2026.06 | 92 | 0.06 | 0.15 | |
| MC-DropoutClass=airplane2026.06 | 92 | 0.02 | 0.01 | |
| Deep EnsembleClass=airplane2026.06 | 92 | 0.02 | 0.01 | |
| Bayesian DeepClass=airplane2026.06 | 92 | 0.03 | 0.01 | |
| Bayesian Log. Reg.Class=bird2026.06 | 91 | 0.01 | 0 | |
| Bayesian Log. Reg.Class=deer2026.06 | 91 | 0.01 | 0 | |
| Bayesian Log. Reg.Class=dog2026.06 | 91 | 0.01 | 0 | |
| LikelihoodClass=bird2026.06 | 91 | 0.07 | 0.14 | |
| LikelihoodClass=deer2026.06 | 91 | 0.09 | 0.13 | |
| LikelihoodClass=dog2026.06 | 91 | 0.03 | 0.15 | |
| EK-NNClass=airplane2026.06 | 91 | 0.04 | 0.09 | |
| EK-NNClass=auto.2026.06 | 91 | 0.03 | 0.08 | |
| EK-NNClass=horse2026.06 | 91 | 0.02 | 0.08 | |
| EK-NNClass=ship2026.06 | 91 | 0.06 | 0.08 | |
| Random ForestClass=airplane2026.06 | 91 | 0.04 | 0.04 | |
| Random ForestClass=auto.2026.06 | 91 | 0.04 | 0.03 | |
| Random ForestClass=horse2026.06 | 91 | 0.04 | 0.04 | |
| Random ForestClass=ship2026.06 | 91 | 0.04 | 0.04 | |
| MC-DropoutClass=auto.2026.06 | 91 | 0.02 | 0.01 | |
| MC-DropoutClass=dog2026.06 | 91 | 0.02 | 0.01 | |
| MC-DropoutClass=horse2026.06 | 91 | 0.01 | 0.01 | |
| MC-DropoutClass=ship2026.06 | 91 | 0.01 | 0.01 | |
| MC-DropoutClass=truck2026.06 | 91 | 0.01 | 0.01 | |
| Deep EnsembleClass=auto.2026.06 | 91 | 0.01 | 0.01 | |
| Deep EnsembleClass=dog2026.06 | 91 | 0.03 | 0.01 | |
| Deep EnsembleClass=horse2026.06 | 91 | 0.02 | 0.01 | |
| Deep EnsembleClass=ship2026.06 | 91 | 0.02 | 0 | |
| Deep EnsembleClass=truck2026.06 | 91 | 0.02 | 0.01 | |
| Bayesian DeepClass=auto.2026.06 | 91 | 0.04 | 0.01 | |
| Bayesian DeepClass=dog2026.06 | 91 | 0.06 | 0.01 | |
| Bayesian DeepClass=frog2026.06 | 91 | 0.04 | 0.01 | |
| Bayesian DeepClass=horse2026.06 | 91 | 0.04 | 0.01 | |
| Bayesian DeepClass=ship2026.06 | 91 | 0.03 | 0.01 | |
| Bayesian DeepClass=truck2026.06 | 91 | 0.04 | 0.01 | |
| Bayesian Log. Reg.Class=cat2026.06 | 90 | 0.01 | 0 | |
| LikelihoodClass=cat2026.06 | 90 | 0.03 | 0.15 | |
| EK-NNClass=bird2026.06 | 90 | 0.05 | 0.09 | |
| EK-NNClass=cat2026.06 | 90 | 0.01 | 0.09 | |
| EK-NNClass=deer2026.06 | 90 | 0.07 | 0.09 | |
| EK-NNClass=dog2026.06 | 90 | 0.01 | 0.09 | |
| EK-NNClass=frog2026.06 | 90 | 0.04 | 0.09 | |
| Random ForestClass=bird2026.06 | 90 | 0.02 | 0.04 | |
| Random ForestClass=cat2026.06 | 90 | 0.01 | 0.04 | |
| Random ForestClass=deer2026.06 | 90 | 0.02 | 0.04 | |
| Random ForestClass=dog2026.06 | 90 | 0.03 | 0.04 | |
| Random ForestClass=frog2026.06 | 90 | 0.04 | 0.04 | |
| MC-DropoutClass=bird2026.06 | 90 | 0.01 | 0 | |
| MC-DropoutClass=cat2026.06 | 90 | 0.01 | 0 | |
| MC-DropoutClass=frog2026.06 | 90 | 0.02 | 0.01 | |
| Deep EnsembleClass=bird2026.06 | 90 | 0.04 | 0.01 | |
| Deep EnsembleClass=cat2026.06 | 90 | 0.04 | 0.01 | |
| Deep EnsembleClass=frog2026.06 | 90 | 0.01 | 0.01 | |
| Bayesian DeepClass=bird2026.06 | 90 | 0.05 | 0.01 | |
| Bayesian DeepClass=cat2026.06 | 90 | 0.07 | 0.01 | |
| MC-DropoutClass=deer2026.06 | 88 | 0.01 | 0.01 | |
| Deep EnsembleClass=deer2026.06 | 88 | 0.03 | 0.01 | |
| Bayesian DeepClass=deer2026.06 | 88 | 0.04 | 0.01 | |
| CentroidsClass=airplane2026.06 | 71 | 0.34 | 0.06 | |
| CentroidsClass=ship2026.06 | 71 | 0.35 | 0.05 | |
| DropConnectClass=airplane2026.06 | 71 | 0.01 | 0 | |
| DropConnectClass=ship2026.06 | 71 | 0.02 | 0 | |
| CentroidsClass=auto.2026.06 | 70 | 0.37 | 0.07 | |
| CentroidsClass=truck2026.06 | 70 | 0.35 | 0.06 | |
| DropConnectClass=auto.2026.06 | 70 | 0.03 | 0 | |
| DropConnectClass=truck2026.06 | 70 | 0.01 | 0 | |
| EK-NNClass=truck2026.06 | 69 | 0.03 | 0.08 | |
| Random ForestClass=truck2026.06 | 69 | 0.03 | 0.04 | |
| CentroidsClass=dog2026.06 | 68 | 0.38 | 0.07 | |
| DropConnectClass=dog2026.06 | 68 | 0.01 | 0 | |
| CentroidsClass=cat2026.06 | 67 | 0.38 | 0.07 | |
| CentroidsClass=deer2026.06 | 67 | 0.35 | 0.07 | |
| DropConnectClass=cat2026.06 | 67 | 0.01 | 0 | |
| DropConnectClass=deer2026.06 | 67 | 0.01 | 0 | |
| CentroidsClass=bird2026.06 | 65 | 0.38 | 0.07 | |
| DropConnectClass=bird2026.06 | 65 | 0.02 | 0 | |
| CentroidsClass=frog2026.06 | 64 | 0.36 | 0.07 | |
| DropConnectClass=frog2026.06 | 64 | 0.02 | 0 | |
| CentroidsClass=horse2026.06 | 63 | 0.39 | 0.08 | |
| DropConnectClass=horse2026.06 | 63 | 0.02 | 0 |