Image Classification on FMNIST (Err and NLL)
11.9Error 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 | 11.9 | 0.825 | |
| DSVIBackbone=ResNet-50 V2, Frozen features=true, DGP head layers=2, Inducing points (M)=128, Hidden dimension=64, Epochs (T)=502026.05 | 12 | 0.814 | |
| DBVIBackbone=ResNet-50 V2, Frozen features=true, DGP head layers=2, Inducing points (M)=128, Hidden dimension=64, Epochs (T)=502026.05 | 12 | 0.845 | |
| 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 | 12.1 | 0.839 | |
| 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 | 12.2 | 0.68 |