Image Classification on CIFAR10 0-4 (test)
90.26AccuracyUQGAN (Ours)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UQGAN (Ours)MC-Dropout=true2022.01 | 90.26 | 89.19 | 2.34 | |
| UQGAN (Ours)MC-Dropout=false2022.01 | 87.26 | 84.71 | 10.35 | |
| Deep-Ensembles2022.01 | 85.43 | 85.29 | 3.1 | |
| MC-Dropout2022.01 | 85.08 | 83.91 | 9.9 | |
| Bayes-by-Backprop2022.01 | 84.05 | 85.22 | 9.17 | |
| One-vs-All Oracle2022.01 | 83.7 | 81.27 | 8.85 | |
| Confident Classifier2022.01 | 83.58 | 85.08 | 9.31 | |
| Entropy Oracle2022.01 | 83.41 | 80.73 | 7.53 | |
| One-vs-All Baseline2022.01 | 82.82 | 82.19 | 8.62 | |
| GEN2022.01 | 82.46 | 82.88 | 6.71 | |
| Max. Softmax2022.01 | 82.42 | 83.29 | 11.34 | |
| Entropy2022.01 | 82.42 | 83.41 | 11.34 |