Image Classification on iWildCam-WILDS (val)
65.4AccuracyCOSMO
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| COSMOBackbone=ResNet-50, Taxonomy=true, Location=true, Time=false2023.12 | 65.4 | — | — | |
| COSMOBackbone=ResNet-50, Taxonomy=true, Location=true, Time=true2023.12 | 65 | — | — | |
| COSMOBackbone=ResNet-50, Taxonomy=true, Location=false, Time=true2023.12 | 64.9 | — | — | |
| COSMOBackbone=ResNet-50, Taxonomy=false, Location=false, Time=true2023.12 | 64.7 | — | — | |
| COSMOBackbone=ResNet-50, Taxonomy=false, Location=true, Time=false2023.12 | 64.4 | — | — | |
| COSMO (no-context)Backbone=ResNet-50, Taxonomy=false, Location=false, Time=false2023.12 | 63.2 | — | — | |
| COSMOBackbone=ResNet-50, Taxonomy=false, Location=true, Time=true2023.12 | 63 | — | — | |
| COSMOBackbone=ResNet-50, Taxonomy=true, Location=false, Time=false2023.12 | 62.8 | — | — | |
| Empirical Risk Minimization (ERM)Backbone=ResNet-50, Taxonomy=false, Location=false, Time=false2023.12 | 62.7 | — | — | |
| CORALBackbone=ResNet-50, Taxonomy=false, Location=false, Time=false2023.12 | 60.3 | — | — | |
| Group DROBackbone=ResNet-50, Taxonomy=false, Location=false, Time=false2023.12 | 60 | — | — | |
| Fishbackbone=ResNet-502021.04 | 58 | 56.5 | 25.8 | |
| FishBackbone=ResNet-50, Taxonomy=false, Location=false, Time=false2023.12 | 58 | — | — | |
| ERMbackbone=ResNet-50, implementation=reproduced2021.04 | 55.8 | 54.6 | 27.7 | |
| MLP-concatBackbone=ResNet-50, Taxonomy=false, Location=true, Time=true2023.12 | 27.3 | — | — |