Unsupervised Domain Adaptation on VisDA 2017
91.7Mean AccuracyDACSM
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DACSMBackbone=DeiT-base, K=42026.03 | 91.7 | 99.1 | 93.2 | 92.3 | 87.5 | 98.9 | 98.6 | 96.6 | 85.2 | 98.5 | 91.9 | 97.2 | 62.1 | — | |
| DACSMBackbone=DeiT-base, K=32026.03 | 90.5 | 98.2 | 91.4 | 90.4 | 85.2 | 98.3 | 97.3 | 95.5 | 83.7 | 97.4 | 91.2 | 96.3 | 60.8 | — | |
| DACSMBackbone=DeiT-base, K=52026.03 | 90.4 | 98.4 | 92.1 | 90.7 | 85.7 | 98.5 | 98.1 | 96.2 | 85.1 | 98.2 | 91.5 | 96.5 | 61.5 | — | |
| DOT-BBackbone=DeiT-base2026.03 | 90.3 | 99 | 93 | 89 | 79 | 98 | 96 | 93 | 80 | 98 | 96 | 94 | 69 | — | |
| CDAN+MCC w/ SDATBackbone=ViT2022.06 | 89.8 | 98.4 | 90.9 | 85.4 | 82.1 | 98.5 | 97.6 | 96.3 | 86.1 | 96.2 | 96.7 | 92.9 | 56.8 | — | |
| CoViBackbone=ResNet-1012021.11 | 88.5 | 93.8 | 85.6 | 88.9 | 88.6 | 97.8 | 93.4 | 91.9 | 87.6 | 96 | 93.8 | 93.6 | 48.1 | — | |
| PADCLIPBackbone=ResNet101, Protocol=full-tuning2024.03 | 88.5 | 96.7 | 88.8 | 87 | 82.8 | 97.1 | 93 | 91.3 | 83 | 95.5 | 91.8 | 91.5 | 63 | — | |
| CDTrans-BBackbone=DeiT-base2026.03 | 88.4 | 98 | 86 | 87 | 83 | 98 | 97 | 96 | 84 | 98 | 84 | 95 | 55 | — | |
| C-SFTransBackbone=DeiT-base2026.03 | 88.3 | 96 | 88 | 84 | 84 | 97 | 97 | 95 | 84 | 98 | 84 | 95 | 58 | — | |
| UniMoSBackbone=ResNet101, Protocol=none-tuning2024.03 | 88.1 | 97.7 | 88.2 | 90.1 | 74.6 | 96.8 | 95.8 | 92.4 | 84.1 | 90.8 | 89 | 91.8 | 65.3 | — | |
| CAN+MirrorBackbone=ResNet1012021.10 | 87.9 | 97.2 | 88.2 | 84.9 | 76 | 97.2 | 95.8 | 89.2 | 86.4 | 96.1 | 96.6 | 85.9 | 61.2 | — | |
| CDAN+MCCBackbone=ViT2022.06 | 87.7 | 96.9 | 89.8 | 82.2 | 74 | 96.5 | 98.5 | 95 | 81.5 | 95.4 | 92.5 | 91.4 | 58.5 | — | |
| ADCLIPBackbone=ResNet101, Protocol=none-tuning2024.03 | 87.7 | 98.1 | 83.6 | 91.2 | 76.6 | 98.1 | 93.4 | 96 | 81.4 | 86.4 | 91.5 | 92.1 | 64.2 | — | |
| FixBiBackbone=ResNet1012021.10 | 87.2 | 96.1 | 87.8 | 90.5 | 90.3 | 96.8 | 95.3 | 92.8 | 88.7 | 87.2 | 94.2 | 90.9 | 25.7 | — | |
| CANBackbone=ResNet1012021.10 | 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 | — | |
| CANBackbone=ResNet-1012021.11 | 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 | — | |
| FixBiBackbone=ResNet-1012021.11 | 87.2 | 96.1 | 87.8 | 90.5 | 90.3 | 96.8 | 95.3 | 92.8 | 88.7 | 97.2 | 94.2 | 90.9 | 25.7 | — | |
| CANBackbone=ResNet1012024.03 | 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 | — | |
| FixBiBackbone=ResNet1012024.03 | 87.2 | 96.1 | 87.8 | 90.5 | 90.3 | 96.8 | 95.3 | 92.8 | 88.7 | 97.2 | 94.2 | 90.9 | 25.7 | — | |
| DAPromptBackbone=ResNet101, Protocol=none-tuning2024.03 | 86.9 | 97.8 | 83.1 | 88.8 | 77.9 | 97.4 | 91.5 | 94.2 | 79.7 | 88.6 | 89.3 | 92.5 | 62 | — | |
| ATDOCBackbone=ResNet1012024.03 | 86.3 | 95.3 | 84.7 | 82.4 | 75.6 | 95.8 | 97.7 | 88.7 | 76.6 | 94 | 91.7 | 91.5 | 61.9 | — | |
| SHOT-BBackbone=DeiT-base2026.03 | 85.9 | 98 | 90 | 86 | 73 | 97 | 99 | 94 | 55 | 95 | 87 | 93 | 63 | — | |
| Ours w/ domainIDSource-free=true, Backbone=ResNet-101, target attention=At2021.08 | 85.4 | 96.1 | 88.3 | 85.5 | 74.1 | 97.1 | 95.4 | 89.5 | 79.4 | 95.4 | 92.9 | 89.1 | 42.6 | — | |
| CDAN w/ SDATBackbone=ViT2022.06 | 84.5 | 96.3 | 80.7 | 74.5 | 65.4 | 95.8 | 99.5 | 92 | 83.7 | 93.6 | 88.9 | 85.8 | 57.2 | — | |
| MSGDBackbone=ResNet1012024.03 | 84.5 | 97.5 | 83.4 | 84.4 | 69.4 | 95.9 | 94.1 | 90.9 | 75.5 | 95.5 | 94.6 | 88.1 | 44.9 | — | |
| CLIPBackbone=ResNet101, Protocol=none-tuning2024.03 | 84.4 | 98.2 | 83.9 | 90.5 | 73.5 | 97.2 | 84 | 95.3 | 65.7 | 79.4 | 89.9 | 91.8 | 63.3 | — | |
| CDAN+MCC w/ SDATBackbone=ResNet-1012022.06 | 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 | — | |
| TVTBackbone=ViT2022.06 | 83.9 | 92.9 | 85.6 | 77.5 | 60.5 | 93.6 | 98.2 | 89.3 | 76.4 | 93.6 | 92 | 91.7 | 55.7 | — | |
| TVTBackbone=DeiT-base2026.03 | 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 | — | |
| CSTrans-BBackbone=DeiT-base2026.03 | 83.8 | 97 | 90.9 | 90.3 | 62.5 | 95.2 | 94.6 | 91.1 | 49.8 | 97 | 93.6 | 82.8 | 60.3 | — | |
| CDAN+MCCBackbone=ResNet-1012022.06 | 83.6 | 95 | 84.2 | 75 | 66.9 | 94.4 | 97.1 | 90.5 | 79.8 | 89.4 | 89.5 | 86.9 | 54.4 | — | |
| ParetoDABackbone=ResNet1012024.03 | 83.2 | 95.9 | 82.8 | 81.3 | 58.7 | 93.9 | 93.7 | 85.9 | 83 | 91.9 | 92 | 87.1 | 51.8 | — | |
| SHOTSource-free=true, Backbone=ResNet-1012021.08 | 82.9 | 94.3 | 88.5 | 80.1 | 57.3 | 93.1 | 94.9 | 80.7 | 80.3 | 91.5 | 89.1 | 86.3 | 58.2 | — | |
| STARBackbone=ResNet-1012021.11 | 82.7 | 95 | 84 | 84.6 | 73 | 91.6 | 91.8 | 85.9 | 78.4 | 94.4 | 84.7 | 87 | 42.2 | — | |
| CGDMBackbone=ResNet-1012021.06 | 82.3 | 93.4 | 82.7 | 73.2 | 68.4 | 92.9 | 94.5 | 88.7 | 82.1 | 93.4 | 82.5 | 86.8 | 49.2 | — | |
| CGDMBackbone=ResNet-1012021.11 | 82.3 | 93.4 | 82.7 | 73.2 | 68.4 | 92.9 | 94.5 | 88.7 | 82.1 | 93.4 | 82.5 | 86.8 | 49.2 | — | |
| CGDM-BBackbone=DeiT-base2026.03 | 82.3 | 96 | 87 | 87 | 87 | 92 | 98 | 92 | 78 | 96 | 48 | 89 | 39 | — | |
| CDAN w/ SDATBackbone=ResNet-1012022.06 | 82.1 | 94.8 | 77.1 | 82.8 | 60.9 | 92.3 | 95.2 | 91.7 | 79.9 | 89.9 | 91.2 | 88.5 | 41.2 | — | |
| 3C-GANSource-free=true, Backbone=ResNet-1012021.08 | 81.6 | 94.8 | 73.4 | 68.8 | 74.8 | 93.1 | 95.4 | 88.6 | 84.7 | 89.1 | 84.7 | 83.5 | 48.1 | — | |
| CDANBackbone=ResNet-1012022.06 | 80.6 | 94.9 | 72 | 83 | 57.3 | 91.6 | 95.2 | 91.6 | 79.5 | 85.8 | 88.8 | 87 | 40.5 | — | |
| MSTN+DSBNBackbone=ResNet-1012021.06 | 80.2 | 94.7 | 86.7 | 76 | 72 | 95.2 | 75.1 | 87.9 | 81.3 | 91.1 | 68.9 | 88.3 | 45.5 | — | |
| SHOTBackbone=ResNet1012021.10 | 79.6 | 92.6 | 81.1 | 80.1 | 58.5 | 89.7 | 86.1 | 81.5 | 77.8 | 89.5 | 84.9 | 84.3 | 49.3 | — | |
| CDANBackbone=ViT2022.06 | 79.6 | 94.3 | 53 | 75.7 | 60.5 | 93.9 | 98.3 | 96.4 | 77.5 | 91.6 | 81.8 | 87.4 | 45.2 | — | |
| MCCSource-free=false, Backbone=ResNet-1012021.08 | 78.8 | 88.7 | 80.3 | 80.5 | 71.5 | 90.1 | 93.2 | 85 | 71.6 | 89.4 | 73.8 | 85 | 36.9 | — | |
| MCCBackbone=ResNet-1012022.06 | 78.8 | 88.1 | 80.3 | 80.5 | 71.5 | 90.1 | 93.2 | 85 | 71.6 | 89.4 | 73.8 | 85 | 36.9 | — | |
| SlimDABackbone=ResNet-50, FLOPs=1x2022.06 | 78.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ALDABackbone=DeiT-base2026.03 | 77.8 | 93.8 | 74.1 | 82.4 | 69.4 | 90.6 | 87.2 | 89 | 67.6 | 93.4 | 76.1 | 87.7 | 22.2 | — | |
| SlimDABackbone=ResNet-50, FLOPs=1/64x2022.06 | 77.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SHOT++Backbone=ResNet-502022.06 | 77.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DWLBackbone=ResNet-1012021.03 | 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 | — | |
| DWLBackbone=ResNet-1012021.11 | 77.1 | 90.7 | 80.2 | 86.1 | 67.6 | 92.4 | 81.5 | 86.8 | 78.1 | 90.6 | 57.1 | 85.6 | 28.7 | — | |
| SHOTBackbone=ResNet-502022.06 | 76.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SWDBackbone=ResNet-1012021.06 | 76.4 | 90.8 | 82.5 | 81.7 | 70.5 | 91.7 | 69.5 | 86.3 | 77.5 | 87.4 | 63.6 | 85.6 | 29.2 | — | |
| SWDSource-free=false, Backbone=ResNet-1012021.08 | 76.4 | 90.8 | 82.5 | 81.7 | 70.5 | 91.7 | 69.5 | 86.3 | 77.5 | 87.4 | 63.6 | 85.6 | 29.2 | — | |
| AFNBackbone=ResNet-1012021.06 | 76.1 | 93.6 | 61.3 | 84.1 | 70.6 | 94.1 | 79 | 91.8 | 79.6 | 89.9 | 55.6 | 89 | 24.4 | — | |
| SAFNBackbone=ResNet1012021.10 | 76.1 | 93.6 | 61.3 | 84.1 | 70.6 | 94.1 | 79 | 91.8 | 79.6 | 89.9 | 55.6 | 89 | 24.4 | — | |
| BSPBackbone=ResNet-1012021.03 | 75.9 | 92.4 | 61 | 81 | 57.5 | 89 | 80.6 | 90.1 | 77 | 84.2 | 77.9 | 82.1 | 38.4 | — | |
| CDAN+BSPSource-free=false, Backbone=ResNet-1012021.08 | 75.9 | 92.4 | 61 | 81 | 57.5 | 89 | 80.6 | 90.1 | 77 | 84.2 | 77.9 | 82.1 | 38.4 | — | |
| BSP-TSABackbone=ResNet1012021.10 | 75.9 | 92.4 | 61 | 81 | 57.5 | 89 | 80.6 | 90.1 | 77 | 84.2 | 77.9 | 82.1 | 38.4 | — | |
| IASource-free=false, Backbone=ResNet-1012021.08 | 75.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TCMBackbone=ResNet-1012021.11 | 75.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DMRLSource-free=false, Backbone=ResNet-1012021.08 | 75.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DMRLBackbone=ResNet-1012021.11 | 75.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GVB-GDBackbone=ResNet-502022.06 | 75.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ADRBackbone=ResNet-1012021.06 | 74.8 | 87.8 | 79.5 | 83.7 | 65.3 | 92.3 | 61.8 | 88.9 | 73.2 | 87.8 | 60 | 85.5 | 32.3 | — | |
| MDDSource-free=false, Backbone=ResNet-1012021.08 | 74.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MDDBackbone=ResNet-502022.06 | 74.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDAN+EBackbone=ResNet-1012021.06 | 73.9 | 85.2 | 66.9 | 83 | 50.8 | 84.2 | 74.9 | 88.1 | 74.5 | 83.4 | 76 | 81.9 | 38 | — | |
| CDANSource-free=false, Backbone=ResNet-1012021.08 | 73.9 | 85.2 | 66.9 | 83 | 50.8 | 84.2 | 74.9 | 88.1 | 74.5 | 83.4 | 76 | 81.9 | 38 | — | |
| CDAN*Backbone=ResNet-1012022.06 | 73.9 | 85.2 | 66.9 | 83 | 50.8 | 84.2 | 74.9 | 88.1 | 74.5 | 83.4 | 76 | 81.9 | 38 | — | |
| ADRSource-free=false, Backbone=ResNet-1012021.08 | 73.5 | 94.2 | 48.5 | 84 | 72.9 | 90.1 | 74.2 | 92.6 | 72.5 | 80.8 | 61.8 | 82.2 | 28.8 | — | |
| MCDBackbone=ResNet-1012021.03 | 71.9 | 87 | 60.9 | 83.7 | 64 | 88.9 | 79.6 | 84.7 | 76.9 | 88.6 | 40.3 | 83 | 25.8 | — | |
| MCDBackbone=ResNet-1012021.06 | 71.9 | 87 | 60.9 | 83.7 | 64 | 88.9 | 79.6 | 84.7 | 76.9 | 88.6 | 40.3 | 83 | 25.8 | — | |
| MCDBackbone=ResNet-1012022.06 | 71.9 | 87 | 60.9 | 83.7 | 64 | 88.9 | 79.6 | 84.7 | 76.9 | 88.6 | 40.3 | 83 | 25.8 | — | |
| BNMBackbone=ResNet-1012021.06 | 70.4 | 89.6 | 61.5 | 76.9 | 55 | 89.3 | 69.1 | 81.3 | 65.5 | 90 | 47.3 | 89.1 | 30.1 | — | |
| DANCESource-free=false, Backbone=ResNet-1012021.08 | 70.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DANCESource-free=true, Backbone=ResNet-1012021.08 | 70.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDANBackbone=ResNet-502022.06 | 70 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GTABackbone=ResNet-502022.06 | 69.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MCDBackbone=ResNet-502022.06 | 69.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MSTN (Baseline)Backbone=ResNet-1012021.11 | 65 | 89.3 | 49.5 | 74.3 | 67.6 | 90.1 | 16.6 | 93.6 | 70.1 | 86.5 | 40.4 | 83.2 | 18.5 | — | |
| JDDABackbone=ResNet1012021.10 | 62.5 | 88.2 | 65.4 | 77.5 | 44.9 | 90.6 | 44.3 | 86.3 | 54.2 | 52.3 | 37.5 | 85.9 | 23 | — | |
| DANBackbone=ResNet-1012021.06 | 61.6 | 87.1 | 63 | 76.5 | 42 | 90.3 | 42.9 | 85.9 | 53.1 | 49.7 | 36.3 | 85.8 | 20.7 | — | |
| DANBackbone=ResNet-502022.06 | 61.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DANBackbone=ResNet-1012021.03 | 61.1 | 87.1 | 63 | 76.5 | 42 | 90.3 | 42.9 | 85.9 | 53.1 | 49.7 | 36.3 | 85.8 | 20.7 | — | |
| DANBackbone=ResNet1012021.10 | 61.1 | 87.1 | 63 | 76.5 | 42 | 90.3 | 42.9 | 85.9 | 53.1 | 49.7 | 36.3 | 85.8 | 20.7 | — | |
| DANNBackbone=ResNet-1012021.03 | 57.4 | 81.9 | 77.7 | 82.8 | 44.3 | 81.2 | 29.5 | 65.1 | 28.6 | 51.9 | 54.6 | 82.8 | 7.8 | — | |
| DANNBackbone=ResNet-1012021.06 | 57.4 | 81.9 | 77.7 | 82.8 | 44.3 | 81.2 | 29.5 | 65.1 | 28.6 | 51.9 | 54.6 | 82.8 | 7.8 | — | |
| DANNBackbone=ResNet-1012022.06 | 57.4 | 81.9 | 77.7 | 82.8 | 44.3 | 81.2 | 29.5 | 65.1 | 28.6 | 51.9 | 54.6 | 82.8 | 7.8 | — | |
| DANNBackbone=ResNet-502022.06 | 57.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MinEntBackbone=ResNet-1012021.06 | 57 | 80.3 | 75.5 | 75.8 | 48.3 | 77.9 | 27.3 | 69.7 | 40.2 | 46.5 | 46.6 | 79.3 | 16 | — | |
| ResNet101Backbone=ResNet-1012021.03 | 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 | — | |
| ResNetBackbone=ResNet-1012021.06 | 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 | — | |
| ResNet-101Source-free=false, Backbone=ResNet-1012021.08 | 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 | — | |
| Source ModelBackbone=ResNet1012021.10 | 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 | — | |
| ResNetBackbone=ResNet-1012022.06 | 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 | — | |
| SourceOnlyBackbone=ResNet1012024.03 | 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 | — | |
| ResNet-50Backbone=ResNet-502022.06 | 52.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ent2025.05 | 32.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Maxprob2025.05 | 30.71 | — | — | — | — | — | — | — | — | — | — | — | — | — |