Unsupervised Domain Adaptation on VisDA-17
92.8Mean AccuracyMIC
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MICBackbone=ViT-B/162025.08 | 92.8 | 99 | 93.3 | 86.5 | 87.6 | 98.9 | 99 | 97.2 | 89.8 | 98.9 | 98.9 | 96.5 | 68 | |
| FPSBackbone=ViT-B/162025.08 | 89.5 | 99.1 | 91 | 84.4 | 77.6 | 97.5 | 96.8 | 95.5 | 79.6 | 94.4 | 94.4 | 95.9 | 68.2 | |
| SSRTBackbone=ViT-B/162025.08 | 88.8 | 98.9 | 87.6 | 89.1 | 84.8 | 98.3 | 98.7 | 96.3 | 81.1 | 94.9 | 97.9 | 94.5 | 43.1 | |
| CDCLBackbone=ResNet-1012025.08 | 88.6 | 97.4 | 89.5 | 85.9 | 78.2 | 96.4 | 96.8 | 91.4 | 83.7 | 96.3 | 96.2 | 89.7 | 61.6 | |
| ELS+VT-DUDAtype=Diffusion-based2026.06 | 88.42 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDTrans*Backbone=DeiT-base2025.08 | 88.4 | 97.1 | 90.5 | 82.4 | 77.5 | 96.6 | 96.1 | 93.6 | 88.6 | 97.9 | 86.9 | 90.3 | 62.8 | |
| SDATBackbone=ViT-B/162025.08 | 88.4 | 97.1 | 88.4 | 80.9 | 75.3 | 95.4 | 97.9 | 94.3 | 85.5 | 95.8 | 91 | 93 | 65.4 | |
| MCC+VT-DUDAtype=Diffusion-based2026.06 | 87.48 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CANBackbone=ResNet-1012025.08 | 87.2 | 97 | 87.2 | 82.5 | 74.3 | 97.8 | 96.2 | 90.8 | 80.7 | 96.6 | 96.3 | 87.5 | 59.9 | |
| MICBackbone=ResNet-1012025.08 | 86.9 | 96.7 | 88.5 | 84.2 | 74.3 | 96 | 96.3 | 90.2 | 81.2 | 94.3 | 95.4 | 88.9 | 56.6 | |
| ELS+Terratype=Diffusion-based2026.06 | 86.86 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MCC+DCDMtype=Diffusion-based2026.06 | 86.56 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ELS+DCDMtype=Diffusion-based2026.06 | 86.29 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FPSBackbone=ResNet-1012025.08 | 86.1 | 94.3 | 86.2 | 81.3 | 71.9 | 95.7 | 96.9 | 90.4 | 84.3 | 92.8 | 92.5 | 83.5 | 63.4 | |
| MCC+Terratype=Diffusion-based2026.06 | 85.39 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MSGD2026.06 | 84.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SDATBackbone=ResNet-1012025.08 | 84.3 | 95.8 | 85.5 | 76.9 | 69 | 93.5 | 97.4 | 88.5 | 78.2 | 93.1 | 91.6 | 86.3 | 55.3 | |
| SIDABackbone=ResNet-1012025.08 | 84 | 95.4 | 83.1 | 77.1 | 64.6 | 94.5 | 97.2 | 88.7 | 78.4 | 93.8 | 89.9 | 85.2 | 59.4 | |
| TVTBackbone=ViT-B/162025.08 | 83.9 | 92.9 | 85.6 | 77.5 | 60.5 | 93.6 | 98.2 | 89.4 | 76.4 | 93.6 | 92 | 91.7 | 55.7 | |
| ELS2026.06 | 83.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MCC2026.06 | 83.32 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SDAT2026.06 | 83.23 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MEDMBackbone=ResNet-1012025.08 | 82.4 | 93.5 | 80.4 | 90.8 | 70.3 | 92.8 | 87.9 | 91.1 | 79.8 | 93.7 | 83.6 | 86.1 | 38.7 | |
| MDD2026.06 | 81.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDAN2026.06 | 80.74 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DANN2026.06 | 79.02 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DWLBackbone=ResNet-1012025.08 | 77.1 | 90.7 | 80.2 | 86.1 | 67.6 | 92.4 | 81.5 | 86.8 | 78 | 90.6 | 57.1 | 85.6 | 28.7 | |
| AFN2026.06 | 74.64 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDANBackbone=ResNet-1012025.08 | 73.9 | 85.2 | 66.9 | 83 | 50.8 | 84.2 | 74.9 | 88.1 | 74.5 | 83.4 | 76 | 81.9 | 38 | |
| sourceBackbone=ViT-B/162025.08 | 67.1 | 97.7 | 48.1 | 86.6 | 61.6 | 78.1 | 63.4 | 94.7 | 10.3 | 87.7 | 47.7 | 94.4 | 35.5 | |
| sourceBackbone=ResNet-1012025.08 | 52.4 | 55.1 | 53.3 | 61.9 | 59.1 | 80.6 | 17.9 | 79.7 | 31.2 | 81 | 26.5 | 73.5 | 8.5 | |
| ERM2026.06 | 51.47 | — | — | — | — | — | — | — | — | — | — | — | — |