Domain Generalization on DomainBed (PACS, VLCS, OfficeHome, TerraInc)
87.9PACS AccuracyCORAL
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CORALOptimizer=GENIE2026.06 | 87.9 | 80.7 | 70.6 | 48.4 | 71.9 | |
| GENIE2026.06 | 87.8 | 80.7 | 69.7 | 52 | 72.6 | |
| RSCOptimizer=GENIE2026.06 | 87.3 | 80.6 | 68.1 | 49.5 | 71.4 | |
| CORALOptimizer=AdamW, Source=Zhang et al., 2023a2026.06 | 86.4 | 79.5 | 69.8 | 45 | 70.2 | |
| SagNetSource=Original / DomainBed2026.06 | 86.3 | 77.8 | 68.1 | 48.6 | 70.2 | |
| CORALOptimizer=Adam, Source=Zhang et al., 2023a2026.06 | 86 | 78.9 | 68.7 | 43.7 | 69.3 | |
| CORALOptimizer=SGD, Source=Zhang et al., 2023a2026.06 | 85.6 | 78.2 | 69.5 | 45.8 | 69.8 | |
| ERMSource=Original / DomainBed2026.06 | 85.5 | 77.5 | 66.5 | 46.1 | 68.9 | |
| MIROSource=Zhang et al., 2023a2026.06 | 85.4 | 78.9 | 69.5 | 45.4 | 69.8 | |
| MixstyleSource=Zhang et al., 2023a2026.06 | 85.2 | 77.9 | 60.4 | 44 | 66.9 | |
| ARMSource=Original / DomainBed2026.06 | 85.1 | 77.6 | 64.8 | 45.5 | 68.3 | |
| MLDGSource=Original / DomainBed2026.06 | 84.9 | 77.2 | 66.8 | 47.8 | 69.2 | |
| VRExSource=Original / DomainBed2026.06 | 84.9 | 78.3 | 66.4 | 46.4 | 69 | |
| MMDSource=Original / DomainBed2026.06 | 84.7 | 77.5 | 66.4 | 42.2 | 67.7 | |
| I-MixupSource=Original / DomainBed2026.06 | 84.6 | 77.4 | 68.1 | 47.9 | 69.5 | |
| MTLSource=Original / DomainBed2026.06 | 84.6 | 77.2 | 66.4 | 45.6 | 68.5 | |
| RSCOptimizer=Adam, Source=Zhang et al., 2023a2026.06 | 84.5 | 77.9 | 65.7 | 44.5 | 68.2 | |
| GroupDROSource=Original / DomainBed2026.06 | 84.4 | 76.7 | 66 | 43.2 | 67.6 | |
| DANNSource=Original / DomainBed2026.06 | 83.7 | 78.6 | 65.9 | 46.7 | 68.7 | |
| IRMSource=Original / DomainBed2026.06 | 83.5 | 78.6 | 64.3 | 47.6 | 68.5 | |
| RSCOptimizer=AdamW, Source=Zhang et al., 2023a2026.06 | 83.4 | 77.5 | 66.3 | 45.1 | 68.1 | |
| CDANNSource=Original / DomainBed2026.06 | 82.6 | 77.5 | 65.7 | 45.8 | 67.9 | |
| RSCOptimizer=SGD, Source=Zhang et al., 2023a2026.06 | 82.6 | 78.1 | 67 | 43.9 | 67.9 |