| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| VLCS | ODG-CLIP | Accuracy95.74 | 238 | 4d ago | |
| PACS (test) | DAMP | Average Accuracy97.4 | 225 | 4d ago | |
| PACS | FedRoD+FOOGD | Accuracy (Art)97.85 | 221 | 4d ago | |
| OfficeHome | MetaPrompt | Accuracy85.1 | 182 | 4d ago | |
| PACS (leave-one-domain-out) | FedRoD+FOOGD | Art Accuracy97.85 | 146 | 4d ago | |
| DomainBed | UniDG + CORAL + ConvNeXt-B | Average Accuracy79.6 | 127 | 4d ago | |
| DomainNet | MetaPrompt | Accuracy61.8 | 113 | 4d ago | |
| DomainBed (test) | CLIP + DPL | VLCS Accuracy84.3 | 110 | 4d ago | |
| Office-Home (test) | MetaPrompt | Average Accuracy85.1 | 106 | 4d ago | |
| TerraIncognita | CADG | Accuracy55.7 | 81 | 4d ago | |
| DomainBed v1.0 (test) | CLIP S + CAD | Average Accuracy82.3 | 71 | 4d ago | |
| Office-Home | DCT | Average Accuracy82.6 | 63 | 4d ago | |
| VLCS (test) | DiPrompT | Average Accuracy83.7 | 62 | 4d ago | |
| OfficeHome (leave-one-domain-out) | ALOFT-E | Art Accuracy73.3 | 59 | 2d ago | |
| TerraInc | Oracle | Accuracy52.23 | 52 | 4d ago | |
| ImageNet variants (V2, S, A, R) (test) | MetaTPT | ImageNet-V2 Accuracy67.03 | 42 | 4d ago | |
| TerraIncognita (test) | RISE (ERM + Hint + AD + RD + MT) | Accuracy54 | 40 | 4d ago | |
| Digits-DG | ODG-CLIP | Accuracy96.38 | 38 | 4d ago | |
| DomainBed (out-of-domain) | MASS | VLCS Accuracy81.1 | 38 | 4d ago | |
| DomainNet DomainBed (test) | DDG | Clipart Accuracy68.07 | 37 | 2d ago | |
| CIFAR-100-C | GLOT-DR | Accuracy58.4 | 36 | 4d ago | |
| CIFAR-10-C | GLOT-DR | Accuracy84.5 | 36 | 4d ago | |
| Office-Home | ODG-CLIP | Overall Average Accuracy96.91 | 34 | 4d ago | |
| DomainBed (OH, TI, VLCS, PACS, DN) (test) | VL2V-SD | Accuracy (OH)87.38 | 33 | 4d ago | |
| TerraInc (out-of-domain) | Miro | Accuracy50.4 | 31 | 4d ago |
