Domain Adaptation on Office-31
93.1Average AccuracyDDSR
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DDSRType=BBDA, ViL=true2026.03 | 93.1 | 95.7 | 96.8 | 84.4 | 98.4 | 84.5 | 98.8 | — | |
| ProDe-VBackbone=ViT-B/322024.06 | 92.6 | 96.4 | 96.8 | 82.5 | 99.8 | 83.1 | 97 | — | |
| DIFO-VVenue=CVPR24, Backbone=ViT-B/322024.06 | 92.5 | 95.5 | 97.2 | 83.2 | 98.8 | 83 | 97.2 | — | |
| AEMType=BBDA, ViL=true2026.03 | 91.9 | 94 | 95.1 | 82.6 | 99.4 | 81.8 | 98.2 | — | |
| C-DGPABackbone=ViT-B/162025.12 | 91.8 | 93.7 | 93.6 | 82.4 | 99.8 | 82.6 | 98.6 | — | |
| FixBiBackbone=ResNet-502020.11 | 91.4 | 96.1 | 95 | 79.4 | 100 | 78.7 | 99.3 | — | |
| FixBiType=UDA, ViL=false2026.03 | 91.4 | 96.1 | 95 | 78.7 | 79.4 | 99.3 | 100 | — | |
| PDABackbone=ViT-B/162025.12 | 91.2 | 92.1 | 91.2 | 82.5 | 99.8 | 83.5 | 98.1 | — | |
| HMA(CAN)Type=UDA, ViL=false2026.03 | 91.2 | 95.1 | 95.8 | 77.6 | 100 | 79.3 | 99.3 | — | |
| RSDA-MSTNBackbone=ResNet-502020.11 | 91.1 | 96.1 | 95.8 | 78.9 | 100 | 77.4 | 99.3 | — | |
| SRDCBackbone=ResNet-502020.11 | 90.8 | 95.7 | 95.8 | 77.1 | 100 | 76.7 | 99.2 | — | |
| SRDCSF=false, Backbone=ResNet-502022.05 | 90.8 | 95.7 | 95.8 | 76.7 | 77.1 | 99.2 | 100 | — | |
| CPDVenue=PR242024.06 | 90.8 | 94.2 | 96.6 | 78.3 | 100 | 77.3 | 98.2 | — | |
| CANBackbone=ResNet-502019.01 | 90.6 | 94.5 | 95 | 77 | 99.8 | 78 | 99.1 | — | |
| CANBackbone=ResNet-502020.11 | 90.6 | 94.5 | 95 | 77 | 99.8 | 78 | 99.1 | — | |
| PFCScenario=SFUDA Methods, Reproduced=true2024.02 | 90.5 | — | — | — | — | — | — | 3.901 | |
| SDAT+ELSBackbone=ResNet502023.02 | 90.4 | 93.6 | 93.4 | 77.5 | 100 | 78.7 | 99 | — | |
| CoWAVenue=ICML222024.06 | 90.3 | 95.2 | 94.4 | 77.6 | 99.8 | 76.2 | 98.5 | — | |
| TPDSVenue=IJCV242024.06 | 90.2 | 94.5 | 97.1 | 75.5 | 99.8 | 75.7 | 98.7 | — | |
| TPDSType=SFDA, ViL=false2026.03 | 90.2 | 94.5 | 97.1 | 75.7 | 99.8 | 75.7 | 98.7 | — | |
| TPDSScenario=SFUDA Methods, Reproduced=true2024.02 | 90.2 | — | — | — | — | — | — | 25.23 | |
| Jeffreys-DDBackbone=ResNet-502024.02 | 90.1 | 94.9 | 95.9 | 74.6 | 100 | 76 | 99.1 | — | |
| MLRType=BBDA, ViL=false2026.03 | 90 | 92.2 | 94.6 | 79.3 | 99.6 | 78.2 | 96 | — | |
| AaDSF=true, Backbone=ResNet-502022.05 | 89.9 | 92.1 | 96.4 | 75 | 76.5 | 99.1 | 100 | — | |
| AaDVenue=NIPS222024.06 | 89.9 | 92.1 | 96.4 | 76.5 | 100 | 75 | 99.1 | — | |
| ProDe-RBackbone=ResNet-502024.06 | 89.9 | 92.1 | 94.4 | 79 | 98.6 | 79.8 | 95.6 | — | |
| AaDType=SFDA, ViL=false2026.03 | 89.9 | 92.1 | 96.4 | 75 | 76.5 | 99.1 | 100 | — | |
| AaDScenario=SFUDA Methods, Reproduced=true2024.02 | 89.9 | — | — | — | — | — | — | 2.656 | |
| MDAIR2019.04 | 89.8 | 94 | 92.6 | 77.6 | 99.2 | 78.7 | 96.9 | — | |
| HCLSF=true, Backbone=ResNet-502022.05 | 89.8 | 92.5 | 94.7 | 75.9 | 77.7 | 98.2 | 100 | — | |
| SDATBackbone=ResNet502023.02 | 89.8 | 92.7 | 93 | 75.7 | 100 | 78.5 | 98.9 | — | |
| KL-DDBackbone=ResNet-502024.02 | 89.8 | 94.9 | 95.9 | 74.6 | 100 | 74.6 | 98.7 | — | |
| HCLVenue=NIPS212024.06 | 89.8 | 92.5 | 94.7 | 77.7 | 100 | 75.9 | 98.2 | — | |
| BBCType=BBDA, ViL=true2026.03 | 89.8 | 91.7 | 93.8 | 82.2 | 95.6 | 82.4 | 92.7 | — | |
| GSDABackbone=ResNet-502020.11 | 89.7 | 95.7 | 94.8 | 74.9 | 100 | 73.5 | 99.1 | — | |
| chi^2-DDBackbone=ResNet-502024.02 | 89.7 | 95.3 | 95 | 75.6 | 100 | 73.7 | 98.7 | — | |
| 3C-GANSF=true, Backbone=ResNet-502022.05 | 89.6 | 93.7 | 92.7 | 75.3 | 77.8 | 98.5 | 99.8 | — | |
| MCCBackbone=ResNet502023.02 | 89.6 | 94.1 | 95.6 | 74.2 | 99.8 | 75.5 | 98.4 | — | |
| ELRVenue=ICLR232024.06 | 89.6 | 93.3 | 93.8 | 76.9 | 100 | 76.2 | 98 | — | |
| MaPLeBackbone=ViT-B/162025.12 | 89.6 | 88.6 | 86.9 | 82 | 99.4 | 83 | 97.7 | — | |
| intra onlyBackbone=ResNet-502019.01 | 89.5 | 93.2 | 92.9 | 76 | 99.8 | 76.5 | 98.4 | — | |
| f-DALBackbone=ResNet-502024.02 | 89.5 | 95.4 | 93.8 | 74.2 | 100 | 74.9 | 98.8 | — | |
| MCCSF=false, Backbone=ResNet-502022.05 | 89.4 | 95.4 | 95.6 | 72.6 | 73.9 | 98.6 | 100 | — | |
| NRCSF=true, Backbone=ResNet-502022.05 | 89.4 | 90.8 | 96 | 75.3 | 75 | 99 | 100 | — | |
| NRC2024.06 | 89.4 | 90.8 | 96 | 75 | 100 | 75.3 | 99 | — | |
| CoOpBackbone=ViT-B/162025.12 | 89.4 | 88.5 | 88.5 | 82.4 | 99 | 82 | 96.1 | — | |
| VPT-deepBackbone=ViT-B/162025.12 | 89.4 | 86.5 | 89.6 | 82.8 | 99.2 | 81.9 | 96.5 | — | |
| DIFO-RVenue=CVPR24, Backbone=ResNet-502024.06 | 89.3 | 92.1 | 93.6 | 78.8 | 97 | 78.5 | 95.7 | — | |
| GKDVenue=IROS212024.06 | 89.2 | 91.6 | 94.6 | 75.1 | 100 | 75.1 | 98.7 | — | |
| RFCType=BBDA, ViL=false2026.03 | 89.2 | 93 | 94.4 | 77.5 | 98.1 | 76.7 | 95.6 | — | |
| BNM-SSF=true, Backbone=ResNet-502022.05 | 89.1 | 92.9 | 93 | 75.4 | 75 | 98.2 | 99.9 | — | |
| IVLPBackbone=ViT-B/162025.12 | 89.1 | 89.2 | 85.7 | 80.3 | 99.2 | 81.9 | 98.4 | — | |
| MDDBackbone=ResNet-502024.02 | 88.9 | 94.5 | 93.5 | 72.2 | 100 | 74.6 | 98.4 | — | |
| CoCoOpBackbone=ViT-B/162025.12 | 88.9 | 88.2 | 86.9 | 82.8 | 98 | 83.2 | 94.1 | — | |
| DFA-SAFNBackbone=ResNet-502020.06 | 88.8 | 93.5 | 94.8 | 71 | 100 | 73.8 | 99.4 | — | |
| SEALType=BBDA, ViL=false2026.03 | 88.8 | 88.3 | 95.1 | 76.7 | 99.3 | 77.6 | 96 | — | |
| SHOTScenario=SFUDA Methods, Reproduced=true2024.02 | 88.7 | — | — | — | — | — | — | 4.682 | |
| SHOTSF=true, Backbone=ResNet-502022.05 | 88.6 | 90.1 | 94 | 74.7 | 74.3 | 98.4 | 99.9 | — | |
| SHOTVenue=ICML202024.06 | 88.6 | 91.1 | 93.7 | 74.6 | 100 | 74.2 | 98.2 | — | |
| SHOTType=SFDA, ViL=false2026.03 | 88.6 | 90.1 | 94 | 74.3 | 99.9 | 74.7 | 98.4 | — | |
| RAINType=BBDA, ViL=false2026.03 | 88.5 | 88.8 | 93.8 | 76.7 | 99.5 | 75.5 | 96.8 | — | |
| TATBackbone=ResNet-502020.06 | 88.4 | 92.5 | 93.2 | 72.1 | 100 | 73.1 | 99.3 | — | |
| SymNetsBackbone=ResNet-502020.11 | 88.4 | 90.8 | 93.9 | 72.5 | 100 | 74.6 | 98.8 | — | |
| DSBNBackbone=ResNet-502020.06 | 88.3 | 93.3 | 90.8 | 73.9 | 100 | 72.7 | 99.1 | — | |
| GATEProtocol=CDA2023.12 | 88.3 | 90.5 | 91.3 | 75.9 | 100 | 73.4 | 98.7 | — | |
| MDDSF=false, Backbone=ResNet-502022.05 | 88 | 90.4 | 90.4 | 75 | 73.7 | 98.7 | 99.9 | — | |
| DMRLBackbone=ResNet-502020.11 | 87.9 | 90.8 | 93.4 | 71.2 | 100 | 73 | 99 | — | |
| DMRLSF=false, Backbone=ResNet-502022.05 | 87.9 | 90.8 | 93.4 | 73 | 71.2 | 99 | 100 | — | |
| CDAN+EBackbone=ResNet-502020.04 | 87.7 | 94.1 | 92.9 | 69.3 | 100 | 71 | 98.6 | — | |
| CDAN+EBackbone=ResNet-502020.11 | 87.7 | 94.1 | 92.9 | 69.3 | 100 | 71 | 98.6 | — | |
| CDANSF=false, Backbone=ResNet-502022.05 | 87.7 | 94.1 | 92.9 | 71 | 69.3 | 98.6 | 100 | — | |
| CDANBackbone=ResNet502023.02 | 87.7 | 93.8 | 89.9 | 70.4 | 100 | 73.4 | 98.5 | — | |
| DANN+ELSBackbone=ResNet502023.02 | 87.7 | 92.2 | 85.9 | 75.3 | 100 | 74.3 | 98.5 | — | |
| SAFN+ENTBackbone=ResNet-50, Evaluation Strategy=Ten-crop2018.11 | 87.6 | 90.3 | 92.1 | 71.2 | 100 | 73.4 | 98.7 | — | |
| MEDA-IR2019.04 | 87.5 | 90.8 | 91.4 | 74.6 | 97.2 | 75.4 | 96 | — | |
| DCCProtocol=CDA2023.12 | 87.4 | 89.1 | 87.2 | 76.8 | 100 | 74.4 | 96.8 | — | |
| DFA-ENTBackbone=ResNet-502020.06 | 87.3 | 90.5 | 94.3 | 67.8 | 100 | 72.1 | 99 | — | |
| ADDABackbone=ResNet502023.02 | 87.3 | 94.6 | 90 | 72.5 | 99.7 | 69.6 | 97.5 | — | |
| DRCNBackbone=ResNet-50, Label type=soft label2020.04 | 87.2 | 93.1 | 89.4 | 71 | 100 | 71.4 | 98 | — | |
| DCC+SPABackbone=ResNet-502022.10 | 87.2 | 90.4 | 83.8 | 86.5 | 83.1 | 88.6 | 90.5 | — | |
| SAFN+ENTBackbone=ResNet-50, Evaluation Strategy=Center-crop2018.11 | 87.1 | 90.1 | 90.7 | 70.2 | 99.8 | 73 | 98.6 | — | |
| SAFNBackbone=ResNet-502020.06 | 87.1 | 90.1 | 90.7 | 70.2 | 99.8 | 73 | 98.6 | — | |
| DRCNBackbone=ResNet-50, Label type=hard label2020.04 | 87 | 92.7 | 88.4 | 71 | 99.8 | 72.7 | 97.6 | — | |
| OVANet+SPABackbone=ResNet-502022.10 | 86.9 | 85.4 | 80.9 | 82.5 | 82.5 | 97.5 | 92.3 | — | |
| MLNetProtocol=CDA2023.12 | 86.9 | 91 | 91.2 | 70.6 | 100 | 69.3 | 99 | — | |
| MATHSProtocol=CDA2023.12 | 86.8 | 90.4 | 90.7 | 70.5 | 100 | 71.6 | 97.8 | — | |
| Zhu et al.Backbone=ResNet-502022.10 | 86.7 | 83.2 | 86.1 | 86.6 | 88 | 86.7 | 89.8 | — | |
| SDAT+ELSBackbone=ResNet182023.02 | 86.7 | 88.9 | 83.9 | 73.9 | 100 | 74.1 | 99.3 | — | |
| DINEType=BBDA, ViL=false2026.03 | 86.7 | 87.5 | 91.7 | 73.7 | 98.5 | 72.9 | 96.3 | — | |
| CDANBackbone=ResNet-50, Evaluation Strategy=Ten-crop2018.11 | 86.6 | 93.1 | 89.8 | 68 | 100 | 70.1 | 98.2 | — | |
| CDAN*Backbone=ResNet-502020.06 | 86.6 | 93.1 | 89.8 | 68 | 100 | 70.1 | 98.2 | — | |
| GTABackbone=ResNet-50, Evaluation Strategy=Center-crop2018.11 | 86.5 | 89.5 | 87.7 | 71.4 | 99.8 | 72.8 | 97.9 | — | |
| CDANBackbone=ResNet-502020.04 | 86.5 | 93.1 | 89.8 | 68 | 100 | 70.1 | 98.2 | — | |
| GTABackbone=ResNet-502020.06 | 86.5 | 89.5 | 87.7 | 71.4 | 99.8 | 72.8 | 97.9 | — | |
| MSTNBackbone=ResNet-502020.11 | 86.5 | 91.3 | 90.4 | 65.6 | 100 | 72.7 | 98.9 | — | |
| MCDSF=false, Backbone=ResNet-502022.05 | 86.5 | 88.6 | 92.2 | 69.5 | 69.7 | 98.5 | 100 | — | |
| OVANetBackbone=ResNet-502022.10 | 86.5 | 85.8 | 79.4 | 84 | 80.1 | 94.3 | 95.4 | — | |
| DANNBackbone=ResNet502023.02 | 86.5 | 91.3 | 84.1 | 73.6 | 100 | 72.9 | 97.2 | — | |
| MCDType=UDA, ViL=false2026.03 | 86.5 | 88.6 | 92.2 | 69.7 | 100 | 69.5 | 98.5 | — | |
| MemFlowScenario=DAMap Methods2024.02 | 86.1 | — | — | — | — | — | — | 0.16 |