Image Classification on CIFAR-100 (Error Rate and NLL)
32Error RateFBVI
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FBVIBackbone=ResNet-50 V2, Frozen features=true, DGP head layers=2, Inducing points (M)=128, Hidden dimension=64, Epochs (T)=502026.05 | 32 | 13.91 | |
| FBVI-br (impl-q)Backbone=ResNet-50 V2, Frozen features=true, DGP head layers=2, Inducing points (M)=128, Hidden dimension=64, Epochs (T)=502026.05 | 32 | 13.927 | |
| DBVIBackbone=ResNet-50 V2, Frozen features=true, DGP head layers=2, Inducing points (M)=128, Hidden dimension=64, Epochs (T)=502026.05 | 32.1 | 14.118 | |
| DSVIBackbone=ResNet-50 V2, Frozen features=true, DGP head layers=2, Inducing points (M)=128, Hidden dimension=64, Epochs (T)=502026.05 | 32.6 | 14.214 | |
| FBVI-br-Path (OM)Backbone=ResNet-50 V2, Frozen features=true, DGP head layers=2, Inducing points (M)=128, Hidden dimension=64, Epochs (T)=502026.05 | 35.4 | 7.009 |