Domain Generalization on DomainBed (out-of-domain)
86.5VLCS AccuracyBOA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| BOAPre-training=SAM pretrained2026.05 | 86.5 | 97.4 | 86 | 60.3 | 60.2 | 78.1 | |
| SAGE2026.05 | 85.5 | 97.4 | 87.1 | 61.1 | 63.4 | 78.9 | |
| GGA2026.05 | 84.1 | 97.2 | 85.7 | 58.8 | 59.8 | 77.1 | |
| GAM2026.05 | 83.6 | 96.4 | 85.5 | 55.3 | 59.5 | 76.1 | |
| IRM2026.05 | 82.9 | 96.1 | 83.2 | 56.7 | 59.1 | 75.6 | |
| SAM2026.05 | 82.9 | 96.6 | 85.4 | 56.2 | 59.8 | 76.2 | |
| GSAM2026.05 | 82.9 | 96.6 | 85.6 | 55.4 | 59.8 | 76.1 | |
| SAGM2026.05 | 82.8 | 96.8 | 85.2 | 58 | 76.4 | 76.4 | |
| FISH2026.05 | 82.7 | 96.9 | 85 | 58 | 59.1 | 75 | |
| DISAM2026.05 | 82.7 | 97.1 | 85.4 | 57.3 | 59.8 | 76.5 | |
| CORAL2026.05 | 82.6 | 96.4 | 83.8 | 57.5 | 59.8 | 76 | |
| CDANN2026.05 | 82.4 | 96.5 | 82.9 | 55.6 | 58.4 | 75.2 | |
| MMD2026.05 | 82.3 | 95.8 | 83.6 | 57.4 | 59.9 | 75.8 | |
| IIB2026.05 | 82.3 | 96.5 | 84.2 | 58.2 | 58.6 | 76 | |
| RSC2026.05 | 82.2 | 96.5 | 83.2 | 58.2 | 59 | 75.8 | |
| ERM2026.05 | 81.9 | 95.9 | 84.1 | 56.1 | 59.5 | 75.5 | |
| DANN2026.05 | 81.8 | 96.3 | 83 | 56 | 58.4 | 75.1 | |
| MASS2025.12 | 81.1 | 88.7 | 73.8 | 47.5 | — | 72.8 | |
| DARTSWAD=true2023.02 | 80.3 | 88.9 | 71.9 | 51.3 | 47.2 | 67.9 | |
| GMoEK=62025.12 | 80.2 | 88.1 | 74.2 | 48.5 | — | 72.8 | |
| GMoEK=82025.12 | 80 | 88.2 | 74.2 | 47.2 | — | 72.4 | |
| GMoEK=42025.12 | 79.8 | 88.2 | 73.5 | 47.8 | — | 72.3 | |
| DynMoEvariant=with Gshard Loss2025.12 | 79.4 | 88.4 | 73.6 | 46.6 | — | 72 | |
| SWAD2023.02 | 79.1 | 88.1 | 70.6 | 50 | 46.5 | 66.9 | |
| SWADSelection=Loss-aware trajectory2022.12 | 79.1 | 88.1 | 70.6 | 50 | 46.5 | 66.9 | |
| Ensemble* of inter-trainingSelection=Uniform, inference overhead=functional ensembling2022.12 | 79 | 89.2 | 72.7 | 51.1 | 47.2 | 67.8 | |
| CORAL2023.02 | 78.8 | 86.2 | 68.7 | 47.6 | 41.5 | 64.5 | |
| CORALSelection=ID val2022.12 | 78.8 | 86.2 | 68.7 | 47.6 | 41.5 | 64.6 | |
| Model ratatouilleSelection=Greedy2022.12 | 78.7 | 90.5 | 73.4 | 49.2 | 47.7 | 67.9 | |
| DANN2023.02 | 78.6 | 83.6 | 65.9 | 46.7 | 38.3 | 62.6 | |
| Model soups+ (DiWA runs)Selection=Uniform, averaging=all weights across 3 data splits2022.12 | 78.6 | 89 | 72.8 | 51.9 | 47.7 | 68 | |
| IRM2023.02 | 78.5 | 83.5 | 64.3 | 47.6 | 33.9 | 61.6 | |
| DARTSWAD=false2023.02 | 78.5 | 87.3 | 70.1 | 48.7 | 45.8 | 66.1 | |
| Deep ensembles*Selection=Uniform, inference overhead=functional ensembling2022.12 | 78.5 | 87.6 | 70.8 | 49.2 | 47.7 | 66.8 | |
| Ensemble* (DiWA runs)Selection=Uniform, inference overhead=functional ensembling2022.12 | 78.5 | 88.1 | 71.7 | 50.8 | 47 | 67.2 | |
| Model soups (DiWA runs)Selection=Greedy2022.12 | 78.5 | 88 | 71.5 | 51.6 | 47.7 | 67.5 | |
| FusingSelection=ID val2022.12 | 78.5 | 88 | 71.5 | 46.7 | 44.4 | 65.8 | |
| Model ratatouilleSelection=Uniform2022.12 | 78.5 | 89.5 | 73.1 | 51.8 | 47.5 | 68.1 | |
| Model soups (DiWA runs)Selection=Uniform2022.12 | 78.4 | 88.7 | 72.1 | 51.4 | 47.4 | 67.6 | |
| VREX2023.02 | 78.3 | 84.9 | 66.4 | 46.4 | 33.6 | 61.9 | |
| Model ratatouille†Selection=Uniform+, training budget=larger (60 weight sets)2022.12 | 78.3 | 89.8 | 73.5 | 52 | 47.7 | 68.3 | |
| MASelection=Uniform trajectory2022.12 | 78.2 | 87.5 | 70.6 | 50.3 | 46 | 66.5 | |
| Vanilla fine-tuning (DiWA runs)Selection=ID val2022.12 | 78.1 | 85.9 | 69.4 | 50.4 | 44.3 | 65.6 | |
| SagNet2023.02 | 77.8 | 86.3 | 68.1 | 48.6 | 40.3 | 64.2 | |
| Inter-trainingSelection=ID val2022.12 | 77.7 | 89 | 69.9 | 46.7 | 44.5 | 65.6 | |
| ARM2023.02 | 77.6 | 85.1 | 64.8 | 45.5 | 35.5 | 61.7 | |
| ERM2023.02 | 77.5 | 85.5 | 66.5 | 46.1 | 40.9 | 63.3 | |
| MMD2023.02 | 77.5 | 84.6 | 66.3 | 42.2 | 23.4 | 58.8 | |
| CDANN2023.02 | 77.5 | 82.6 | 65.8 | 45.8 | 38.3 | 62 | |
| Vanilla fine-tuningSelection=ID val2022.12 | 77.5 | 85.5 | 66.5 | 46.1 | 40.9 | 63.3 | |
| Mixup2023.02 | 77.4 | 84.6 | 68.1 | 47.9 | 39.2 | 63.4 | |
| MLDG2023.02 | 77.2 | 84.9 | 66.8 | 47.7 | 41.2 | 63.6 | |
| MTL2023.02 | 77.2 | 84.6 | 66.4 | 45.6 | 40.6 | 62.9 | |
| RSC2023.02 | 77.1 | 85.2 | 65.5 | 46.6 | 38.9 | 62.7 | |
| GroupDRO2023.02 | 76.7 | 84.4 | 66 | 43.2 | 33.3 | 60.7 |