Image Classification on CIFAR100 0-49 In-Distribution (test)
64.53AccuracyUQGAN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UQGANMC-Dropout=true2022.01 | 64.53 | 80.38 | 10.92 | |
| Deep-Ensembles2022.01 | 62.36 | 82.77 | 2.72 | |
| MC-Dropout2022.01 | 59.88 | 82.57 | 21.94 | |
| UQGANMC-Dropout=false2022.01 | 56.6 | 73.61 | 34.32 | |
| Max. Softmax2022.01 | 56.12 | 80.68 | 19.1 | |
| Entropy2022.01 | 56.12 | 81.16 | 19.1 | |
| Bayes-by-Backprop2022.01 | 56.02 | 81.9 | 14.71 | |
| Confident Classifier2022.01 | 54.16 | 81.07 | 27.19 | |
| Entropy Oracle2022.01 | 53.66 | 81.39 | 19.82 | |
| One-vs-All Oracle2022.01 | 51.82 | 76.43 | 15.26 | |
| GEN2022.01 | 51.16 | 77.83 | 41.26 | |
| One-vs-All Baseline2022.01 | 50.9 | 76.21 | 23.89 |