Domain Generalization on TerraInc (out-of-domain)
50.4AccuracyMiro
Evaluation Results
| Method | Links | |
|---|---|---|
| MiroPre-trained model=CLIP2023.03 | 50.4 | |
| SAGM2023.03 | 48.8 | |
| SagNet2023.03 | 48.6 | |
| mDSDI2023.03 | 48.1 | |
| Mixup2023.03 | 47.9 | |
| MLDG2023.03 | 47.7 | |
| IRM2023.03 | 47.6 | |
| CORAL2023.03 | 47.6 | |
| SelfReg2023.03 | 47 | |
| GSAM2023.03 | 47 | |
| GMoE-S/16Backbone=GMoE-S/16, Selection Criterion=leave-one-domain-out2022.06 | 46.7 | |
| DANN2023.03 | 46.7 | |
| RSC2023.03 | 46.6 | |
| MMDSelection Criterion=leave-one-domain-out2022.06 | 46.5 | |
| VREx2023.03 | 46.4 | |
| CORALSelection Criterion=leave-one-domain-out2022.06 | 46.3 | |
| MLDGSelection Criterion=leave-one-domain-out2022.06 | 46.2 | |
| ERM2023.03 | 46.1 | |
| CDANN2023.03 | 45.8 | |
| MTL2023.03 | 45.6 | |
| ARM2023.03 | 45.5 | |
| Fish2023.03 | 45.1 | |
| AND-mask2023.03 | 44.6 | |
| DANNSelection Criterion=leave-one-domain-out2022.06 | 44.4 | |
| Mixstyle2023.03 | 44 | |
| SAM2023.03 | 43.3 | |
| GroupDRO2023.03 | 43.2 | |
| MMD2023.03 | 42.2 | |
| ViT-S/16Backbone=ViT-S/16, Selection Criterion=leave-one-domain-out2022.06 | 41.9 | |
| ERMBackbone=ResNet-50, Selection Criterion=leave-one-domain-out2022.06 | 41.4 | |
| IRMSelection Criterion=leave-one-domain-out2022.06 | 41.2 |