Image Classification on CIFAR-10 (Standard Accuracy and NLL)
0.944AccuracyMAP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MAPBackbone=ResNet-56, Test (Runtime)=0.9492026.02 | 0.944 | 0.252 | |
| MF-VIBackbone=ResNet-56, Train (Runtime)=1.97, Test (Runtime)=1.182026.02 | 0.944 | 0.188 | |
| GP (subset)Backbone=ResNet-56, Train (Runtime)=8.42K, Test (Runtime)=3822026.02 | 0.944 | 0.403 | |
| LLA KFACBackbone=ResNet-56, Train (Runtime)=71.3, Test (Runtime)=4.132026.02 | 0.944 | 0.193 | |
| Sampled LLABackbone=ResNet-56, Train (Runtime)=14.6K, Test (Runtime)=2.84K2026.02 | 0.944 | 0.185 | |
| GAPABackbone=ResNet-56, Train (Runtime)=10.29, Test (Runtime)=3.302026.02 | 0.944 | 0.23 | |
| LLA DiagBackbone=ResNet-56, Train (Runtime)=40.67, Test (Runtime)=1.122026.02 | 0.943 | 0.195 | |
| VaLLABackbone=ResNet-56, Train (Runtime)=26.3K, Test (Runtime)=363.82026.02 | 0.942 | 0.188 | |
| MAPBackbone=ResNet-44, Test (Runtime)=0.7612026.02 | 0.94 | 0.275 | |
| LLA DiagBackbone=ResNet-44, Train (Runtime)=40.4, Test (Runtime)=0.9472026.02 | 0.94 | 0.218 | |
| LLA KFACBackbone=ResNet-44, Train (Runtime)=63.1, Test (Runtime)=3.622026.02 | 0.94 | 0.213 | |
| Sampled LLABackbone=ResNet-44, Train (Runtime)=11.0K, Test (Runtime)=2.51K2026.02 | 0.94 | 0.2 | |
| GAPABackbone=ResNet-44, Train (Runtime)=8.03, Test (Runtime)=2.852026.02 | 0.94 | 0.23 | |
| MF-VIBackbone=ResNet-44, Train (Runtime)=1.63, Test (Runtime)=1.032026.02 | 0.939 | 0.206 | |
| SNGPBackbone=ResNet-44, Train (Runtime)=35.0, Test (Runtime)=2.892026.02 | 0.938 | 0.242 | |
| VaLLABackbone=ResNet-44, Train (Runtime)=16.7K, Test (Runtime)=272.92026.02 | 0.938 | 0.201 | |
| SNGPBackbone=ResNet-56, Train (Runtime)=43.5, Test (Runtime)=3.012026.02 | 0.938 | 0.229 | |
| GP (subset)Backbone=ResNet-44, Train (Runtime)=8.25K, Test (Runtime)=3572026.02 | 0.936 | 0.424 | |
| MAPBackbone=ResNet-322026.02 | 0.935 | 0.292 | |
| MF-VIBackbone=ResNet-32, Train (Runtime)=1.19, Test (Runtime)=0.752026.02 | 0.935 | 0.222 | |
| LLA DiagBackbone=ResNet-32, Train (Runtime)=29.4, Test (Runtime)=0.692026.02 | 0.935 | 0.242 | |
| LLA KFACBackbone=ResNet-32, Train (Runtime)=45.9, Test (Runtime)=2.632026.02 | 0.935 | 0.229 | |
| Sampled LLABackbone=ResNet-32, Train (Runtime)=8.00K, Test (Runtime)=1.83K2026.02 | 0.935 | 0.217 | |
| GAPABackbone=ResNet-32, Train (Runtime)=5.84, Test (Runtime)=2.072026.02 | 0.935 | 0.259 | |
| GP (subset)Backbone=ResNet-32, Train (Runtime)=6.00K, Test (Runtime)=2602026.02 | 0.934 | 0.462 | |
| SNGPBackbone=ResNet-32, Train (Runtime)=25.5, Test (Runtime)=2.102026.02 | 0.932 | 0.256 | |
| VaLLABackbone=ResNet-32, Train (Runtime)=12.2K, Test (Runtime)=1992026.02 | 0.932 | 0.212 | |
| MF-VIBackbone=ResNet-20, Train (Runtime)=0.74, Test (Runtime)=0.472026.02 | 0.927 | 0.231 | |
| MAPBackbone=ResNet-202026.02 | 0.926 | 0.282 | |
| GP (subset)Backbone=ResNet-20, Train (Runtime)=3.75K, Test (Runtime)=1622026.02 | 0.926 | 0.555 | |
| LLA DiagBackbone=ResNet-20, Train (Runtime)=18.4, Test (Runtime)=0.432026.02 | 0.926 | 0.26 | |
| LLA KFACBackbone=ResNet-20, Train (Runtime)=28.7, Test (Runtime)=1.652026.02 | 0.926 | 0.241 | |
| GAPABackbone=ResNet-20, Train (Runtime)=3.65, Test (Runtime)=1.302026.02 | 0.926 | 0.258 | |
| Sampled LLABackbone=ResNet-20, Train (Runtime)=5.00K, Test (Runtime)=1.14K2026.02 | 0.925 | 0.231 | |
| SNGPBackbone=ResNet-20, Train (Runtime)=15.9, Test (Runtime)=1.312026.02 | 0.924 | 0.266 | |
| VaLLABackbone=ResNet-20, Train (Runtime)=7.59K, Test (Runtime)=1242026.02 | 0.924 | 0.231 |