Domain Generalization on TerraIncognita (L-Metrics)
22.9L38ERM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ERMBackbone=ResNet-182025.05 | 22.9 | — | 15.85 | 22.91 | 20.55 | |
| SDVITBackbone=ViT, Params.=22M2024.10 | 31.7 | 55.9 | 52.2 | 37.4 | 44.3 | |
| GMOE-SBackbone=ViT, Params.=34M2024.10 | 34 | 59.2 | 50.7 | 38.5 | 45.6 | |
| iDAGBackbone=ResNet-50, Params.=23M2024.10 | 35.1 | 58.7 | 57.5 | 33 | 46.1 | |
| RandAugBackbone=ResNet-182025.05 | 36.41 | — | 12.8 | 20.41 | 23.21 | |
| ADABackbone=ResNet-182025.05 | 37.33 | — | 12.94 | 21.2 | 23.82 | |
| PDENBackbone=ResNet-182025.05 | 37.52 | — | 14.93 | 20.8 | 24.42 | |
| PEERBackbone=ResNet-182025.05 | 38.94 | — | 15.07 | 29.09 | 27.7 | |
| SAGMBackbone=ResNet-50, Params.=23M2024.10 | 41.4 | 54.8 | 57.7 | 41.3 | 48.8 | |
| DeepAllBackbone=ResNet-50, Params.=23M2024.10 | 42.1 | 49.8 | 56.9 | 35.7 | 46.1 | |
| CCFPBackbone=ResNet-50, Params.=23M2024.10 | 42.3 | 56.4 | 58 | 37.5 | 48.6 | |
| PGradBackbone=ResNet-50, Params.=23M2024.10 | 43.4 | 51.2 | 60 | 41.3 | 49 | |
| EQRMBackbone=ResNet-50, Params.=23M2024.10 | 45.2 | 47.9 | 59.1 | 38.8 | 47.8 | |
| GMDGBackbone=ResNet-50, Params.=23M2024.10 | 45.3 | 59.8 | 57.1 | 38.2 | 50.1 | |
| AGFABackbone=ResNet-50, Params.=23M2024.10 | 46.2 | 61 | 60.3 | 42.3 | 52.4 | |
| PCLBackbone=ResNet-50, Params.=23M2024.10 | 46.3 | 58.7 | 60 | 43.6 | 52.1 | |
| EOABackbone=ResNet-50, Params.=23M2024.10 | 46.5 | 57.8 | 61.3 | 43.5 | 52.3 | |
| Strong BaselineBackbone=SSM, Params.=22M2024.10 | 47.27 | 66.39 | 62.42 | 48.56 | 56.16 | |
| DGMambaBackbone=SSM, Params.=22M2024.10 | 48.3 | 62.7 | 61.1 | 46.4 | 54.6 | |
| START-XBackbone=SSM, Params.=22M2024.10 | 49.47 | 70.7 | 63.96 | 48.95 | 58.27 | |
| START-MBackbone=SSM, Params.=22M2024.10 | 49.98 | 70.13 | 63.02 | 49.49 | 58.16 |