Universal Domain Adaptation on Office
92.1OPDAOVANet
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| OVANetBackbone=CLIP2025.06 | 92.1 | 94.5 | 95.2 | 86.7 | 92.1 | |
| OursBackbone=CLIP2025.06 | 91.3 | 96.1 | 96.3 | 90.1 | 93.5 | |
| UniOTBackbone=ResNet-502025.06 | 91.1 | — | — | — | — | |
| UniOTBackbone=CLIP2025.06 | 91.1 | 93.7 | 71.2 | 88.9 | 86.2 | |
| DANCEBackbone=CLIP2025.06 | 89.7 | 90.7 | 88.1 | 87.5 | 89 | |
| GLCBackbone=ResNet-502025.06 | 87.8 | 89 | 94.1 | — | — | |
| GATEBackbone=ResNet-502025.06 | 87.6 | 89.5 | 93.7 | — | — | |
| OVANetBackbone=ResNet-502025.06 | 86.5 | 91.7 | 74.6 | — | — | |
| DANCEBackbone=ResNet-502025.06 | 80.3 | 79.8 | 86 | — | — | |
| DCCBackbone=ResNet-502025.06 | 80.2 | 72.7 | 93.3 | — | — | |
| SOBackbone=CLIP2025.06 | 75.8 | 83.5 | 95.1 | 87.3 | 85.4 | |
| SOBackbone=ResNet-502025.06 | 64.9 | 69.6 | 87.8 | — | — |