Species Classification on iWildCam WILDS 2020 (test)
74.5AccuracyCOSMO
Evaluation Results
| Method | Links | |
|---|---|---|
| COSMOBackbone=ResNet-50, Taxonomy=false, Location=true, Time=false2023.12 | 74.5 | |
| COSMOBackbone=ResNet-50, Taxonomy=false, Location=true, Time=true2023.12 | 74.2 | |
| COSMOBackbone=ResNet-50, Taxonomy=true, Location=false, Time=true2023.12 | 73.7 | |
| CORALBackbone=ResNet-50, Taxonomy=false, Location=false, Time=false2023.12 | 73.3 | |
| Group DROBackbone=ResNet-50, Taxonomy=false, Location=false, Time=false2023.12 | 72.7 | |
| ABSGDBackbone=ResNet-50, Taxonomy=false, Location=false, Time=false2023.12 | 72.7 | |
| COSMOBackbone=ResNet-50, Taxonomy=true, Location=false, Time=false2023.12 | 72.4 | |
| Empirical Risk Minimization (ERM)Backbone=ResNet-50, Taxonomy=false, Location=false, Time=false2023.12 | 71.6 | |
| COSMOBackbone=ResNet-50, Taxonomy=true, Location=true, Time=true2023.12 | 71.5 | |
| COSMOBackbone=ResNet-50, Taxonomy=false, Location=false, Time=true2023.12 | 71.1 | |
| COSMOBackbone=ResNet-50, Taxonomy=true, Location=true, Time=false2023.12 | 70.4 | |
| COSMO (no-context)Backbone=ResNet-50, Taxonomy=false, Location=false, Time=false2023.12 | 68.8 | |
| FishBackbone=ResNet-50, Taxonomy=false, Location=false, Time=false2023.12 | 63.2 | |
| MLP-concatBackbone=ResNet-50, Taxonomy=false, Location=true, Time=true2023.12 | 39.6 |