Out-of-Distribution Detection on CIFAR-10 (AUROC)
96AUROCVaLLA
Evaluation results
| Method | Links | |
|---|---|---|
| VaLLABackbone=ResNet-56, Train (Runtime)=26.3K, Test (Runtime)=363.82026.02 | 96 | |
| GAPABackbone=ResNet-56, Train (Runtime)=10.29, Test (Runtime)=3.302026.02 | 95.3 | |
| Sampled LLABackbone=ResNet-56, Train (Runtime)=14.6K, Test (Runtime)=2.84K2026.02 | 94.4 | |
| VaLLABackbone=ResNet-20, Train (Runtime)=7.59K, Test (Runtime)=1242026.02 | 94 | |
| SNGPBackbone=ResNet-56, Train (Runtime)=43.5, Test (Runtime)=3.012026.02 | 94 | |
| GP (subset)Backbone=ResNet-56, Train (Runtime)=8.42K, Test (Runtime)=3822026.02 | 93.6 | |
| VaLLABackbone=ResNet-32, Train (Runtime)=12.2K, Test (Runtime)=1992026.02 | 93.3 | |
| GAPABackbone=ResNet-44, Train (Runtime)=8.03, Test (Runtime)=2.852026.02 | 93.1 | |
| MF-VIBackbone=ResNet-56, Train (Runtime)=1.97, Test (Runtime)=1.182026.02 | 92.9 | |
| VaLLABackbone=ResNet-44, Train (Runtime)=16.7K, Test (Runtime)=272.92026.02 | 92.8 | |
| GAPABackbone=ResNet-32, Train (Runtime)=5.84, Test (Runtime)=2.072026.02 | 92.6 | |
| MAPBackbone=ResNet-56, Test (Runtime)=0.9492026.02 | 92.4 | |
| LLA DiagBackbone=ResNet-56, Train (Runtime)=40.67, Test (Runtime)=1.122026.02 | 92.3 | |
| LLA KFACBackbone=ResNet-56, Train (Runtime)=71.3, Test (Runtime)=4.132026.02 | 91.7 | |
| MAPBackbone=ResNet-322026.02 | 90.9 | |
| GAPABackbone=ResNet-20, Train (Runtime)=3.65, Test (Runtime)=1.302026.02 | 90.7 | |
| Sampled LLABackbone=ResNet-32, Train (Runtime)=8.00K, Test (Runtime)=1.83K2026.02 | 90.5 | |
| LLA KFACBackbone=ResNet-32, Train (Runtime)=45.9, Test (Runtime)=2.632026.02 | 90.3 | |
| SNGPBackbone=ResNet-44, Train (Runtime)=35.0, Test (Runtime)=2.892026.02 | 90.1 | |
| Sampled LLABackbone=ResNet-44, Train (Runtime)=11.0K, Test (Runtime)=2.51K2026.02 | 89.9 | |
| GP (subset)Backbone=ResNet-44, Train (Runtime)=8.25K, Test (Runtime)=3572026.02 | 89.7 | |
| SNGPBackbone=ResNet-32, Train (Runtime)=25.5, Test (Runtime)=2.102026.02 | 89 | |
| MF-VIBackbone=ResNet-44, Train (Runtime)=1.63, Test (Runtime)=1.032026.02 | 89 | |
| Sampled LLABackbone=ResNet-20, Train (Runtime)=5.00K, Test (Runtime)=1.14K2026.02 | 88.5 | |
| MF-VIBackbone=ResNet-32, Train (Runtime)=1.19, Test (Runtime)=0.752026.02 | 88.5 | |
| GP (subset)Backbone=ResNet-32, Train (Runtime)=6.00K, Test (Runtime)=2602026.02 | 88.5 | |
| MAPBackbone=ResNet-44, Test (Runtime)=0.7612026.02 | 88.5 | |
| LLA DiagBackbone=ResNet-32, Train (Runtime)=29.4, Test (Runtime)=0.692026.02 | 88.2 | |
| LLA KFACBackbone=ResNet-20, Train (Runtime)=28.7, Test (Runtime)=1.652026.02 | 87.7 | |
| MAPBackbone=ResNet-202026.02 | 87.6 | |
| SNGPBackbone=ResNet-20, Train (Runtime)=15.9, Test (Runtime)=1.312026.02 | 87.5 | |
| GP (subset)Backbone=ResNet-20, Train (Runtime)=3.75K, Test (Runtime)=1622026.02 | 87 | |
| LLA DiagBackbone=ResNet-20, Train (Runtime)=18.4, Test (Runtime)=0.432026.02 | 86.6 | |
| MF-VIBackbone=ResNet-20, Train (Runtime)=0.74, Test (Runtime)=0.472026.02 | 86.5 | |
| LLA DiagBackbone=ResNet-44, Train (Runtime)=40.4, Test (Runtime)=0.9472026.02 | 86 | |
| LLA KFACBackbone=ResNet-44, Train (Runtime)=63.1, Test (Runtime)=3.622026.02 | 85.5 |