Unsupervised Domain Adaptation on DomainNet
85.8Average AccuracyUniMoS
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| UniMoSBackbone=ViT-B, CLIP-based=true, Source Domain=rel2024.03 | 85.8 | 86 | 85.9 | 85.8 | 85.5 | — | 85.9 | — | — | — | — | — | — | |
| UniMoSBackbone=ViT-B, CLIP-based=true, Source Domain=clp2024.03 | 77.1 | — | 76.5 | 77.2 | 76.6 | 77.5 | 77.8 | — | — | — | — | — | — | |
| UniMoSBackbone=ViT-B, CLIP-based=true, Source Domain=pnt2024.03 | 71.7 | 72.3 | 71.5 | — | 69.4 | 72.5 | 72.6 | — | — | — | — | — | — | |
| UniMoSBackbone=ViT-B, CLIP-based=true, Source Domain=skt2024.03 | 68 | 68.5 | 67.8 | 68.2 | 67.5 | 68 | — | — | — | — | — | — | — | |
| PADCLIP-BBackbone=ViT-B, CLIP-based=true, Source Domain=Mean Performance2024.03 | 63.7 | 63.1 | 62.5 | 62.5 | 69.5 | 60.6 | 64.3 | — | — | — | — | — | — | |
| UniMoSBackbone=ViT-B, CLIP-based=true, Source Domain=Mean Performance2024.03 | 63.6 | 61.4 | 64.9 | 62 | 70.7 | 59.4 | 63.3 | — | — | — | — | — | — | |
| DAPrompt-BBackbone=ViT-B, CLIP-based=true, Source Domain=Mean Performance2024.03 | 59.8 | 57.8 | 61.4 | 57.7 | 68.1 | 55 | 58.4 | — | — | — | — | — | — | |
| CLIP-BBackbone=ViT-B, CLIP-based=true, Source Domain=Zero-shot2024.03 | 56.2 | 53.5 | 58.2 | 55.1 | 64.7 | 50.9 | 55 | — | — | — | — | — | — | |
| MPGASetting=Multi-Source2024.06 | 56.2 | 67.9 | 50.5 | 63.8 | 11.6 | 82.2 | 61 | — | — | — | — | — | — | |
| PGASetting=Source Combined2024.06 | 55.4 | 66.3 | 49.2 | 63.3 | 11.1 | 81.8 | 60.6 | — | — | — | — | — | — | |
| UniMoSBackbone=ViT-B, CLIP-based=true, Source Domain=inf2024.03 | 55 | 55.1 | — | 55 | 54.6 | 55.3 | 55.2 | — | — | — | — | — | — | |
| PMTrans-SwinBackbone=Swin, CLIP-based=false, Source Domain=clp2024.03 | 54.5 | — | 34.2 | 62.7 | 32.5 | 79.3 | 63.7 | — | — | — | — | — | — | |
| MPASetting=Multi-Source2024.06 | 54.1 | 65.2 | 47.3 | 62 | 10.2 | 82 | 57.9 | — | — | — | — | — | — | |
| OVANet+SPABackbone=ResNet-502022.10 | 52.2 | — | — | — | — | — | — | 61.1 | 51.7 | 47.6 | 48.7 | 45.1 | 58.9 | |
| UniOTBackbone=ResNet-502022.10 | 52.04 | — | — | — | — | — | — | 59.3 | 47.79 | 51.79 | 46.81 | 48.32 | 58.25 | |
| DAPLSetting=Source Combined2024.06 | 52 | 62.4 | 43.8 | 59.3 | 10.6 | 81.5 | 54.6 | — | — | — | — | — | — | |
| UniOT2022.10 | 51.78 | — | — | — | — | — | — | 46.85 | 51.75 | 47 | 47.98 | 58.56 | 58.56 | |
| DACSMBackbone=Transformer-based, Target Domain=skt2026.03 | 51.6 | 69.2 | 29.8 | 58.9 | 28.6 | 71.7 | — | — | — | — | — | — | — | |
| CDTrans-BBackbone=Transformer-based, Target Domain=skt2026.03 | 51.5 | 69 | 29.6 | 59 | 27.2 | 72.5 | — | — | — | — | — | — | — | |
| DCC+SPABackbone=ResNet-502022.10 | 51.4 | — | — | — | — | — | — | 59.1 | 52.7 | 47.6 | 45.4 | 46.9 | 56.7 | |
| OVANetBackbone=ResNet-502022.10 | 50.7 | — | — | — | — | — | — | 56 | 51.7 | 47.1 | 47.4 | 44.9 | 57.2 | |
| DOT-BBackbone=Transformer-based, Target Domain=info2026.03 | 50.7 | 63 | — | 54.6 | 12.3 | 73.1 | 50.7 | — | — | — | — | — | — | |
| Simple PromptSetting=Source Combined2024.06 | 50.6 | 63.1 | 41.2 | 57.7 | 10 | 75.8 | 55.8 | — | — | — | — | — | — | |
| CLIPSetting=Zero-Shot2024.06 | 50.5 | 61.3 | 42 | 56.1 | 10.3 | 79.3 | 54.1 | — | — | — | — | — | — | |
| DACSMBackbone=Transformer-based, Target Domain=inf2026.03 | 50 | 59.3 | — | 55.1 | 15.6 | 70.4 | 49.4 | — | — | — | — | — | — | |
| SSRT-BBackbone=ViT-B, CLIP-based=false, Source Domain=clp2024.03 | 49.8 | — | 33.8 | 60.2 | 19.4 | 75.8 | 59.8 | — | — | — | — | — | — | |
| DACSMBackbone=Transformer-based, Target Domain=clp2026.03 | 49.7 | — | 29.7 | 58.2 | 28.4 | 73.1 | 59.1 | — | — | — | — | — | — | |
| DCCBackbone=ResNet-502022.10 | 49.2 | — | — | — | — | — | — | 56.9 | 50.3 | 43.7 | 44.9 | 43.3 | 56.2 | |
| DCC2022.10 | 49.2 | — | — | — | — | — | — | 56.9 | 50.25 | 43.66 | 44.92 | 43.31 | 56.15 | |
| CDTrans-DeiTBackbone=DeiT-B, CLIP-based=false, Source Domain=clp2024.03 | 48.7 | — | 29.4 | 57.2 | 26 | 72.6 | 58.1 | — | — | — | — | — | — | |
| CDTrans-BBackbone=Transformer-based, Target Domain=clp2026.03 | 48.7 | — | 29.4 | 57.2 | 26 | 72.6 | 58.1 | — | — | — | — | — | — | |
| SImpAl101Setting=Multi-Source2024.06 | 48.6 | 66.4 | 26.5 | 56.6 | 18.9 | 68 | 55.5 | — | — | — | — | — | — | |
| PFSASetting=Multi-Source2024.06 | 48.5 | 64.5 | 29.2 | 57.6 | 17.2 | 67.2 | 55.1 | — | — | — | — | — | — | |
| CDTrans-BBackbone=Transformer-based, Target Domain=info2026.03 | 48.4 | 57 | — | 54.4 | 12.8 | 69.5 | 48.4 | — | — | — | — | — | — | |
| CMUBackbone=ResNet-502022.10 | 48.3 | — | — | — | — | — | — | 50.8 | 52.2 | 45.1 | 44.8 | 45.6 | 51 | |
| CMU2022.10 | 48.25 | — | — | — | — | — | — | 50.78 | 52.16 | 45.12 | 44.82 | 45.64 | 50.97 | |
| LtC-MSDASetting=Multi-Source2024.06 | 47.4 | 63.1 | 28.7 | 56.1 | 16.3 | 66.1 | 53.8 | — | — | — | — | — | — | |
| DOT-BBackbone=Transformer-based, Target Domain=skt2026.03 | 47.3 | 67.3 | 18.7 | 52.9 | 27.8 | 69.8 | — | — | — | — | — | — | — | |
| DACSMBackbone=Transformer-based, Target Domain=pnt2026.03 | 47.3 | 63.3 | 27.9 | — | 16.9 | 72.4 | 56 | — | — | — | — | — | — | |
| PTMDASetting=Multi-Source2024.06 | 47.2 | 66 | 28.5 | 58.4 | 13 | 63 | 54.1 | — | — | — | — | — | — | |
| T-SVDNetSetting=Multi-Source2024.06 | 47 | 66.1 | 25 | 54.3 | 16.5 | 65.4 | 54.6 | — | — | — | — | — | — | |
| CDTrans-BBackbone=Transformer-based, Target Domain=pnt2026.03 | 46.4 | 62.9 | 27.4 | — | 15.8 | 72.1 | 53.9 | — | — | — | — | — | — | |
| DACSMBackbone=Transformer-based, Target Domain=avg2026.03 | 46.3 | 60.9 | 25.7 | 52.9 | 21.5 | 67 | 49.9 | — | — | — | — | — | — | |
| DACSMBackbone=Transformer-based, Target Domain=rel2026.03 | 46.1 | 66.8 | 31.4 | 61.2 | 18 | — | 53.3 | — | — | — | — | — | — | |
| CDTrans-BBackbone=Transformer-based, Target Domain=rel2026.03 | 45.6 | 66.2 | 31 | 61.5 | 16.2 | — | 52.9 | — | — | — | — | — | — | |
| DOT-BBackbone=Transformer-based, Target Domain=clp2026.03 | 45.4 | — | 20.2 | 53.6 | 26.7 | 71.2 | 55.2 | — | — | — | — | — | — | |
| CDTrans-BBackbone=Transformer-based, Target Domain=avg2026.03 | 45.2 | 59.9 | 25.3 | 52.2 | 19.6 | 65.9 | 48.4 | — | — | — | — | — | — | |
| DANCE2022.10 | 44.56 | — | — | — | — | — | — | 42.45 | 42.91 | 50.03 | 45.35 | 42.5 | 44.09 | |
| ViT-BBackbone=ViT-B, CLIP-based=false, Source Domain=clp2024.03 | 43.6 | — | 27.2 | 53.1 | 13.2 | 71.2 | 53.3 | — | — | — | — | — | — | |
| DOT-BBackbone=Transformer-based, Target Domain=avg2026.03 | 43.4 | 60.5 | 17.3 | 49.7 | 19.1 | 66.2 | 47.9 | — | — | — | — | — | — | |
| DOT-BBackbone=Transformer-based, Target Domain=pnt2026.03 | 43.2 | 61.8 | 20.3 | — | 11.4 | 72.2 | 50.5 | — | — | — | — | — | — | |
| M3SDA-βSetting=Multi-Source2024.06 | 42.6 | 58.6 | 26 | 52.3 | 6.3 | 62.7 | 49.5 | — | — | — | — | — | — | |
| DeiT-BBackbone=DeiT-B, CLIP-based=false, Source Domain=skt2024.03 | 41.5 | 60.6 | 20.6 | 48.4 | 16.5 | 61.2 | — | — | — | — | — | — | — | |
| DeiT-BBackbone=DeiT-B, CLIP-based=false, Source Domain=clp2024.03 | 41.4 | — | 24.3 | 49.6 | 15.8 | 65.3 | 52.1 | — | — | — | — | — | — | |
| DOT-BBackbone=Transformer-based, Target Domain=rel2026.03 | 41.3 | 62.9 | 20 | 56.9 | 17.3 | — | 49.3 | — | — | — | — | — | — | |
| UANBackbone=ResNet-502022.10 | 41 | — | — | — | — | — | — | 41.9 | 43.6 | 39.1 | 39 | 38.7 | 43.7 | |
| UAN2022.10 | 40.98 | — | — | — | — | — | — | 41.85 | 43.59 | 39.06 | 38.95 | 38.73 | 43.69 | |
| DeiT-BBackbone=DeiT-B, CLIP-based=false, Source Domain=inf2024.03 | 39.9 | 45.9 | — | 45.9 | 6.7 | 61.4 | 39.5 | — | — | — | — | — | — | |
| ViT-BBackbone=Transformer-based, Target Domain=skt2026.03 | 39.5 | 58 | 18.5 | 46.5 | 15.7 | 58.7 | — | — | — | — | — | — | — | |
| ViT-BBackbone=Transformer-based, Target Domain=info2026.03 | 39.3 | 46.4 | — | 45.2 | 5.1 | 62.3 | 37.5 | — | — | — | — | — | — | |
| DANCEBackbone=ResNet-502022.10 | 39.1 | — | — | — | — | — | — | 38.8 | 48.1 | 43.8 | 39.4 | 43.8 | 20.9 | |
| DeiT-BBackbone=DeiT-B, CLIP-based=false, Source Domain=rel2024.03 | 39 | 59 | 25.8 | 56.3 | 9.2 | — | 44.8 | — | — | — | — | — | — | |
| DeiT-BBackbone=DeiT-B, CLIP-based=false, Source Domain=pnt2024.03 | 38.9 | 53.2 | 23.8 | — | 6.5 | 66.4 | 44.7 | — | — | — | — | — | — | |
| UAN2022.10 | 38.87 | — | — | — | — | — | — | 38.39 | 37.62 | 39.65 | 34.84 | 33.17 | 49.54 | |
| MCDSetting=Source Combined2024.06 | 38.5 | 54.3 | 22.1 | 45.7 | 7.6 | 58.4 | 43.5 | — | — | — | — | — | — | |
| ViT-BBackbone=Transformer-based, Target Domain=clp2026.03 | 38.1 | — | 20.1 | 46.2 | 13 | 62.3 | 48.8 | — | — | — | — | — | — | |
| DeiT-BBackbone=DeiT-B, CLIP-based=false, Source Domain=Mean Performance2024.03 | 36.7 | 50.1 | 20.3 | 43.1 | 10.9 | 55.5 | 40.3 | — | — | — | — | — | — | |
| CGDMBackbone=ResNet-50, Target Domain=skt2021.06 | 35.4 | 50.1 | 16.5 | 43.7 | 11.1 | 55.6 | — | — | — | — | — | — | — | |
| CGDMTarget Domain=skt2026.03 | 35.4 | 50.1 | 16.5 | 43.7 | 11.1 | 55.6 | — | — | — | — | — | — | — | |
| ViT-BBackbone=Transformer-based, Target Domain=pnt2026.03 | 35.2 | 48.1 | 19.1 | — | 4.4 | 62.5 | 41.8 | — | — | — | — | — | — | |
| ViT-BBackbone=Transformer-based, Target Domain=rel2026.03 | 35 | 53.2 | 19.3 | 53.5 | 7.2 | — | 41.6 | — | — | — | — | — | — | |
| ViT-BBackbone=Transformer-based, Target Domain=avg2026.03 | 34.1 | 46.8 | 16.4 | 41.2 | 9.1 | 53.5 | 37.5 | — | — | — | — | — | — | |
| BNMBackbone=ResNet-50, Target Domain=skt2021.06 | 33.3 | 54.9 | 12.8 | 42.3 | 5.4 | 51.3 | — | — | — | — | — | — | — | |
| ResNet2022.10 | 33 | — | — | — | — | — | — | 36.21 | 33.15 | 30.84 | 31.5 | 30.76 | 35.53 | |
| DACSMBackbone=Transformer-based, Target Domain=qdr2026.03 | 33 | 45.9 | 9.6 | 30.8 | — | 47.2 | 31.6 | — | — | — | — | — | — | |
| IWAN2022.10 | 32.78 | — | — | — | — | — | — | 35.38 | 33.02 | 31.15 | 31.15 | 31.06 | 34.94 | |
| DOT-BBackbone=Transformer-based, Target Domain=qdr2026.03 | 32.7 | 47.3 | 7.4 | 30.3 | — | 44.6 | 33.7 | — | — | — | — | — | — | |
| DANNSetting=Source Combined2024.06 | 32.6 | 45.5 | 13.1 | 37 | 13.2 | 48.9 | 31.8 | — | — | — | — | — | — | |
| CGDMBackbone=ResNet-50, Target Domain=rel2021.06 | 32 | 49.4 | 20.8 | 47.2 | 4.8 | — | 38.2 | — | — | — | — | — | — | |
| OSBP2022.10 | 32 | — | — | — | — | — | — | 33.6 | 33.03 | 30.55 | 30.53 | 30.61 | 33.65 | |
| CGDMTarget Domain=rel2026.03 | 32 | 49.4 | 20.8 | 47.2 | 4.8 | — | 38.2 | — | — | — | — | — | — | |
| CGDMBackbone=ResNet-50, Target Domain=clp2021.06 | 30.7 | — | 16.9 | 35.3 | 10.8 | 53.5 | 36.9 | — | — | — | — | — | — | |
| CGDMTarget Domain=clp2026.03 | 30.7 | — | 16.9 | 35.3 | 10.8 | 53.5 | 36.9 | — | — | — | — | — | — | |
| CDTrans-BBackbone=Transformer-based, Target Domain=qdr2026.03 | 30.7 | 44.6 | 8.9 | 29 | — | 42.6 | 28.5 | — | — | — | — | — | — | |
| ATI2022.10 | 30.36 | — | — | — | — | — | — | 32.59 | 30.57 | 28.96 | 28.96 | 28.89 | 32.21 | |
| SWDBackbone=ResNet-50, Target Domain=skt2021.06 | 30.3 | 44.2 | 15.2 | 37.3 | 10.3 | 44.7 | — | — | — | — | — | — | — | |
| RTN2022.10 | 30.08 | — | — | — | — | — | — | 32.27 | 30.29 | 28.71 | 28.71 | 28.63 | 31.9 | |
| CGDMBackbone=ResNet-50, Target Domain=pnt2021.06 | 30 | 37.7 | 14.5 | — | 4.6 | 59.4 | 33.5 | — | — | — | — | — | — | |
| CGDMTarget Domain=pnt2026.03 | 30 | 37.7 | 14.5 | — | 4.6 | 59.4 | 33.5 | — | — | — | — | — | — | |
| BNMBackbone=ResNet-50, Target Domain=rel2021.06 | 29.8 | 48.6 | 13.2 | 49.7 | 3.6 | — | 33.9 | — | — | — | — | — | — | |
| BNMBackbone=ResNet-50, Target Domain=pnt2021.06 | 29.2 | 39.9 | 12.2 | — | 3.4 | 54.5 | 36.2 | — | — | — | — | — | — | |
| DANN2022.10 | 29.13 | — | — | — | — | — | — | 31.18 | 29.33 | 27.84 | 27.84 | 27.77 | 30.84 | |
| BNMBackbone=ResNet-50, Target Domain=clp2021.06 | 28.5 | — | 12.1 | 33.1 | 6.2 | 50.8 | 40.2 | — | — | — | — | — | — | |
| ResNetBackbone=ResNet-502022.10 | 28.15 | — | — | — | — | — | — | 30.06 | 28.34 | 26.95 | 26.95 | 26.89 | 29.74 | |
| SWDBackbone=ResNet-50, Target Domain=rel2021.06 | 27.9 | 41.2 | 18.1 | 44.2 | 4.6 | — | 31.6 | — | — | — | — | — | — | |
| SWDBackbone=ResNet-50, Target Domain=clp2021.06 | 27.7 | — | 14.7 | 31.9 | 10.1 | 45.3 | 36.5 | — | — | — | — | — | — | |
| CGDMBackbone=ResNet-50, Target Domain=Avg2021.06 | 27.2 | 36 | 14 | 32.1 | 7.1 | 45.5 | 28.3 | — | — | — | — | — | — | |
| CGDMTarget Domain=avg2026.03 | 27.2 | 36 | 14 | 32.1 | 7.1 | 45.5 | 28.3 | — | — | — | — | — | — | |
| PADA2022.10 | 27.15 | — | — | — | — | — | — | 28.92 | 27.32 | 26.03 | 26.03 | 25.97 | 28.62 | |
| ROSBackbone=ResNet-502022.10 | 26.5 | — | — | — | — | — | — | 20.5 | 36.9 | 30 | 19.9 | 28.7 | 23.2 |