Classification on CIFAR-10 (ACC, AURC, AUROC, FPR95, ECE, NLL, Brier)
89.73AccDIRECTOR
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DIRECTORBase architecture=KEP-7/7, Ensemble=Deep Ensembles2026.02 | 89.73 | 1.7 | 90.17 | 54.72 | 1.62 | 3.49 | 15.27 | |
| DIRECTORBase architecture=KEP-1/7, Ensemble=Deep Ensembles2026.02 | 89.32 | 1.78 | 90.12 | 54.31 | 1.67 | 3.5 | 15.76 | |
| DIRECTORBase architecture=KEP-2/7, Ensemble=Deep Ensembles2026.02 | 89.2 | 1.79 | 90.33 | 51.85 | 1.86 | 3.52 | 15.73 | |
| DIRECTORBase architecture=ViT, Ensemble=Deep Ensembles2026.02 | 88.82 | 1.91 | 90.09 | 52.77 | 1.72 | 3.69 | 16.38 | |
| KEP-1/7Backbone=KEP, GP-reparameterized blocks=1/7, Ensemble=Deep Ensembles2026.02 | 87.48 | 2.33 | 89.43 | 56.39 | 2.3 | 4.46 | 18.29 | |
| ViTBackbone=ViT, Ensemble=Deep Ensembles2026.02 | 87.21 | 2.52 | 88.84 | 58.41 | 2.7 | 5.14 | 19.01 | |
| KEP-2/7Backbone=KEP, GP-reparameterized blocks=2/7, Ensemble=Deep Ensembles2026.02 | 87.09 | 2.41 | 89.48 | 54.07 | 2.71 | 4.48 | 18.69 | |
| KEP-7/7Backbone=KEP, GP-reparameterized blocks=7/7, Ensemble=Deep Ensembles2026.02 | 83.97 | 3.77 | 86.9 | 62.38 | 3.58 | 5.04 | 23.2 |