Domain Generalization on TerraIncognita
88.61AccuracyTask Experts
Evaluation results
| Method | Links | |
|---|---|---|
| Task ExpertsBackbone=ViT-L-142026.03 | 88.61 | |
| Task ExpertsBackbone=ViT-B-322026.03 | 82.15 | |
| SCOREBackbone=ViT-L-142026.03 | 61.19 | |
| TSVBackbone=ViT-L-142026.03 | 60.01 | |
| TIESBackbone=ViT-L-142026.03 | 59.72 | |
| PCBBackbone=ViT-L-142026.03 | 59.32 | |
| Iso-CBackbone=ViT-L-142026.03 | 57.52 | |
| Iso-CTSBackbone=ViT-L-142026.03 | 55.99 | |
| CADGEnsemble status=Non-ensemble2022.03 | 55.7 | |
| MagMaxBackbone=ViT-L-142026.03 | 55.16 | |
| FGMix + SWAModel Selection Strategy=training domain validation, Optimizer=SWA, Training Time (ms/iter)=319.82022.09 | 52.3 | |
| MIRO + SWAD + POEMSetting=DomainBed settings (reproduced)2023.05 | 51.6 | |
| SWAD + POEMSetting=DomainBed settings (reproduced)2023.05 | 51.5 | |
| Task. Arithm.Backbone=ViT-L-142026.03 | 51.11 | |
| GMDG2026.01 | 51.1 | |
| CORAL + SWAModel Selection Strategy=training domain validation, Optimizer=SWA, Training Time (ms/iter)=314.22022.09 | 51.1 | |
| MIRO + SWADSetting=DomainBed settings (reproduced)2023.05 | 51 | |
| SelfReg + SWAModel Selection Strategy=training domain validation, Optimizer=SWA, Training Time (ms/iter)=327.12022.09 | 51 | |
| DSP-Reg2026.01 | 50.7 | |
| GGA2026.01 | 50.6 | |
| MIROSetting=Reported2023.05 | 50.4 | |
| MIROBackbone=RN502024.04 | 50.4 | |
| MaPLeBackbone=CLIP ViT-B/162024.04 | 50.2 | |
| SPGBackbone=CLIP ViT-B/162024.04 | 50.2 | |
| ERM + SWAModel Selection Strategy=training domain validation, Optimizer=SWA, Training Time (ms/iter)=293.12022.09 | 50.1 | |
| SWADSetting=Reported2023.05 | 50 | |
| SWADBackbone=RN502024.04 | 50 | |
| SWADSetting=DomainBed settings (reproduced)2023.05 | 49.7 | |
| MIROSetting=DomainBed settings (reproduced)2023.05 | 49.7 | |
| POEMSetting=Standard2023.05 | 49.5 | |
| MMDEnsemble status=Non-ensemble2022.03 | 49.3 | |
| MIRO + POEMSetting=DomainBed settings (reproduced)2023.05 | 49.3 | |
| FGMixModel Selection Strategy=training domain validation, Training Time (ms/iter)=312.72022.09 | 49.2 | |
| SAGM2026.01 | 48.8 | |
| Manifold MixupModel Selection Strategy=training domain validation, Training Time (ms/iter)=444.52022.09 | 48.8 | |
| SagNetSetting=Reported2023.05 | 48.6 | |
| SagNet2026.01 | 48.6 | |
| L2A-OTModel Selection Strategy=training domain validation, Training Time (ms/iter)=622.72022.09 | 48.6 | |
| SagNetModel Selection Strategy=training domain validation, Training Time (ms/iter)=671.72022.09 | 48.6 | |
| DANNEnsemble status=Non-ensemble2022.03 | 48.4 | |
| CNSNModel Selection Strategy=training domain validation, Training Time (ms/iter)=412.12022.09 | 48.4 | |
| PCGradModel Selection Strategy=training domain validation, Training Time (ms/iter)=310.02022.09 | 48.3 | |
| I-MixupSetting=Reported2023.05 | 47.9 | |
| Mixup2026.01 | 47.9 | |
| MixupModel Selection Strategy=training domain validation, Training Time (ms/iter)=285.62022.09 | 47.9 | |
| MLDGSetting=Reported2023.05 | 47.8 | |
| CORALSetting=Reported2023.05 | 47.7 | |
| MLDG2026.01 | 47.7 | |
| DDGModel Selection Strategy=training domain validation, Training Time (ms/iter)=653.22022.09 | 47.7 | |
| TSVBackbone=ViT-B-322026.03 | 47.68 | |
| C-DANNEnsemble status=Non-ensemble2022.03 | 47.6 | |
| IRMSetting=Reported2023.05 | 47.6 | |
| IRM2026.01 | 47.6 | |
| CORAL2026.01 | 47.6 | |
| CORALModel Selection Strategy=training domain validation, Training Time (ms/iter)=305.82022.09 | 47.6 | |
| FishrEnsemble status=Non-ensemble2022.03 | 47.4 | |
| FishrModel Selection Strategy=training domain validation, Training Time (ms/iter)=703.32022.09 | 47.4 | |
| ERMEnsemble status=Non-ensemble2022.03 | 47.2 | |
| ERMBackbone=RN502024.04 | 47.2 | |
| MetaMixupModel Selection Strategy=training domain validation, Training Time (ms/iter)=750.72022.09 | 47.1 | |
| TIESBackbone=ViT-B-322026.03 | 47.03 | |
| GSAM2026.01 | 47 | |
| SelfRegModel Selection Strategy=training domain validation, Training Time (ms/iter)=320.12022.09 | 47 | |
| SCOREBackbone=ViT-B-322026.03 | 46.92 | |
| ERMSetting=Standard2023.05 | 46.8 | |
| CoOpBackbone=CLIP ViT-B/162024.04 | 46.8 | |
| MixStyleModel Selection Strategy=training domain validation, Training Time (ms/iter)=290.22022.09 | 46.8 | |
| DANNSetting=Reported2023.05 | 46.7 | |
| VPTBackbone=CLIP ViT-B/162024.04 | 46.7 | |
| RSCSetting=Reported2023.05 | 46.6 | |
| DPLBackbone=CLIP ViT-B/162024.04 | 46.6 | |
| RSC2026.01 | 46.6 | |
| ZeroshotBackbone=ViT-L-142026.03 | 46.46 | |
| CORALEnsemble status=Non-ensemble2022.03 | 46.4 | |
| VRExSetting=Reported2023.05 | 46.4 | |
| VREx2026.01 | 46.4 | |
| ERM2026.01 | 46.1 | |
| ERMModel Selection Strategy=training domain validation, Training Time (ms/iter)=284.82022.09 | 46.1 | |
| CDANNSetting=Reported2023.05 | 45.8 | |
| MTLSetting=Reported2023.05 | 45.6 | |
| MTL2026.01 | 45.6 | |
| ARMSetting=Reported2023.05 | 45.5 | |
| ARM2026.01 | 45.5 | |
| CoCoOpBackbone=CLIP ViT-B/162024.04 | 45.3 | |
| Fish2026.01 | 45.1 | |
| FishModel Selection Strategy=training domain validation, Training Time (ms/iter)=671.72022.09 | 45.1 | |
| Lin. Prob.Backbone=CLIP ViT-B/16, Evaluation Protocol=Linear Probing2024.04 | 44.6 | |
| AND-MaskModel Selection Strategy=training domain validation, Training Time (ms/iter)=319.42022.09 | 44.6 | |
| MixstyleSetting=Reported2023.05 | 44 | |
| Mixstyle2026.01 | 44 | |
| MagMaxBackbone=ViT-B-322026.03 | 43.56 | |
| SAM2026.01 | 43.3 | |
| GroupDROSetting=Reported2023.05 | 43.2 | |
| GroupDRO2026.01 | 43.2 | |
| MMDSetting=Reported2023.05 | 42.2 | |
| MMD2026.01 | 42.2 | |
| PCBBackbone=ViT-B-322026.03 | 40.84 | |
| Task. Arithm.Backbone=ViT-B-322026.03 | 40.47 | |
| SPGBackbone=CLIP RN502024.04 | 37.5 | |
| Iso-CBackbone=ViT-B-322026.03 | 36.53 |