Universal Domain Adaptation on Office-Home (Metrics: OPDA, ODA, PDA, CDA)
89.4OPDA AccuracyOurs
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| OursBackbone=CLIP2025.06 | 89.4 | 83.8 | 89.2 | 86.7 | 85.4 | |
| UniOTBackbone=CLIP2025.06 | 86.3 | 80.3 | 74.8 | 82.1 | 80.9 | |
| OVANetBackbone=CLIP2025.06 | 85 | 76.2 | 81.9 | 80 | 80.8 | |
| DANCEBackbone=CLIP2025.06 | 83.9 | 65.4 | 84.6 | 81.7 | 78.9 | |
| UniOTBackbone=ResNet-502025.06 | 76.6 | — | — | — | — | |
| SOBackbone=CLIP2025.06 | 76.2 | 64.6 | 81.8 | 79.8 | 75.6 | |
| GATEBackbone=ResNet-502025.06 | 75.6 | 69 | 74 | — | — | |
| GLCBackbone=ResNet-502025.06 | 75.6 | 69.8 | 72.5 | — | — | |
| OVANetBackbone=ResNet-502025.06 | 71.8 | 64 | 49.5 | — | — | |
| DCCBackbone=ResNet-502025.06 | 70.2 | 61.7 | 70.9 | — | — | |
| SOBackbone=ResNet-502025.06 | 60.9 | 55.2 | 62.9 | — | — | |
| DANCEBackbone=ResNet-502025.06 | 49.2 | 12.9 | 71.1 | — | — |