Noisy MNIST Classification on Noisy MNIST (test)
88.26AccuracyCARD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CARDalpha=0.05, temperature scaling=true2022.06 | 88.26 | 89.12 | 0.39 | |
| Bernoulli Contextualalpha=0.052022.06 | 87.43 | 87.81 | 1.41 | |
| Gaussian Contextualalpha=0.052022.06 | 87.35 | 87.72 | 1.43 | |
| Contextual Gating + Dropoutalpha=0.052022.06 | 86.7 | 87.01 | 1.71 | |
| Bayes by Backpropalpha=0.052022.06 | 86.55 | 87.13 | 2.3 | |
| Concretealpha=0.052022.06 | 86.52 | 86.77 | 1.68 | |
| MC - Bernoullialpha=0.052022.06 | 86.36 | 85.63 | 1.72 | |
| MC - Gaussianalpha=0.052022.06 | 86.31 | 85.64 | 1.72 | |
| Contextual Gating2022.06 | 86.2 | — | 1.81 |