Universal Domain Adaptation on VisDA
70.53Accuracydivergence optimization framework
Evaluation results
| Method | Links | ||
|---|---|---|---|
| divergence optimization frameworkNoise Type=S202021.04 | 70.53 | — | |
| divergence optimization frameworkNoise Type=P202021.04 | 67.27 | — | |
| DANCEselNoise Type=P202021.04 | 63.93 | — | |
| DANCEselNoise Type=S202021.04 | 62.97 | — | |
| TCLNoise Type=P202021.04 | 62.96 | — | |
| ETNNoise Type=S202021.04 | 62.17 | — | |
| TCLNoise Type=S202021.04 | 61.26 | — | |
| ETNNoise Type=P202021.04 | 58.99 | — | |
| divergence optimization frameworkNoise Type=S452021.04 | 57.82 | — | |
| DANCENoise Type=P202021.04 | 57.38 | — | |
| ETNNoise Type=S452021.04 | 55.83 | — | |
| UANNoise Type=P202021.04 | 53.93 | — | |
| UANNoise Type=S202021.04 | 53.25 | — | |
| TCLNoise Type=S452021.04 | 52.96 | — | |
| DANCEselNoise Type=S452021.04 | 52.32 | — | |
| STANoise Type=S202021.04 | 52.17 | — | |
| divergence optimization frameworkNoise Type=P452021.04 | 48.25 | — | |
| UANNoise Type=S452021.04 | 47.7 | — | |
| SONoise Type=P202021.04 | 44.57 | — | |
| ETNNoise Type=P452021.04 | 44.36 | — | |
| DANCEselNoise Type=P452021.04 | 43.91 | — | |
| TCLNoise Type=P452021.04 | 43.31 | — | |
| UANNoise Type=P452021.04 | 42.6 | — | |
| STANoise Type=S452021.04 | 42.32 | — | |
| STANoise Type=P202021.04 | 41.62 | — | |
| STANoise Type=P452021.04 | 41.5 | — | |
| DANCENoise Type=P452021.04 | 41.45 | — | |
| SONoise Type=P452021.04 | 38.41 | — | |
| SONoise Type=S202021.04 | 26.51 | — | |
| DANCENoise Type=S202021.04 | 24.3 | — | |
| SONoise Type=S452021.04 | 15.39 | — | |
| DANCENoise Type=S452021.04 | 14.94 | — | |
| DANCEBackbone=ResNet-502025.06 | — | 42.8 | |
| DANCEBackbone=CLIP2025.06 | — | 75.3 | |
| DCCBackbone=ResNet-502025.06 | — | 43 | |
| GATEBackbone=ResNet-502025.06 | — | 56.4 | |
| GLCBackbone=ResNet-502025.06 | — | 73.1 | |
| OursBackbone=CLIP2025.06 | — | 90.4 | |
| OVANetBackbone=ResNet-502025.06 | — | 53.1 | |
| OVANetBackbone=CLIP2025.06 | — | 79.1 | |
| SOBackbone=ResNet-502025.06 | — | 25.7 | |
| SOBackbone=CLIP2025.06 | — | 51.8 | |
| UniOTBackbone=ResNet-502025.06 | — | 57.3 | |
| UniOTBackbone=CLIP2025.06 | — | 75.3 |