Domain Adaptation on OFFICE (A/D/W shifts)
93.3Average AccuracySfMamba-S
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SfMamba-SSource-Free=true, Architecture=Mamba2026.01 | 93.3 | 96.7 | 99.1 | 100 | 97 | 83.8 | 83.4 | |
| DSiT-BSource-Free=true, Architecture=ViT2026.01 | 93 | 97.2 | 99.1 | 100 | 98 | 81.7 | 81.8 | |
| CDTrans-BSource-Free=false, Architecture=ViT2026.01 | 92.6 | 96.7 | 99 | 100 | 97 | 81.1 | 81.9 | |
| DATMambaSource-Free=true, Architecture=Mamba2026.01 | 92.4 | — | — | — | — | — | — | |
| C-SFTransSource-Free=true, Architecture=ViT2026.01 | 92.3 | — | — | — | — | — | — | |
| SHOT-SSource-Free=true, Architecture=Mamba, reproduced=true2026.01 | 91.7 | 93.5 | 99.2 | 100 | 96 | 81.3 | 80.4 | |
| divergence optimization frameworkNoise Type=S202021.04 | 91.4 | — | — | — | — | — | — | |
| SHOT-BSource-Free=true, Architecture=ViT2026.01 | 91.4 | 94.3 | 99 | 100 | 95.3 | 79.4 | 80.2 | |
| DANCEselNoise Type=S202021.04 | 91.24 | — | — | — | — | — | — | |
| divergence optimization frameworkNoise Type=P202021.04 | 91.22 | — | — | — | — | — | — | |
| SfMamba-TSource-Free=true, Architecture=Mamba2026.01 | 91.2 | 91.4 | 99.2 | 100 | 94.2 | 82.6 | 79.5 | |
| UniOTBackbone=ResNet-502022.10 | 91.13 | 88.48 | 98.83 | 96.57 | 86.97 | 88.35 | 87.6 | |
| NAMISource-Free=true, Architecture=CNN2026.01 | 90.7 | 93.5 | 99 | 100 | 96.6 | 78.8 | 76.2 | |
| DPLSource-Free=true, Architecture=CNN2026.01 | 90.7 | 93.5 | 98.6 | 100 | 97 | 77 | 78 | |
| C-SFDASource-Free=true, Architecture=CNN2026.01 | 90.5 | 93.9 | 98.8 | 99.7 | 96.2 | 77.3 | 77.9 | |
| CDTrans-SSource-Free=false, Architecture=ViT2026.01 | 90.4 | 93.5 | 98.2 | 99.6 | 94.6 | 78.4 | 78 | |
| CoWA-JMDSSource-Free=true, Architecture=CNN2026.01 | 90.3 | 95.2 | 98.5 | 99.8 | 94.4 | 76.2 | 77.6 | |
| TPDSSource-Free=true, Architecture=CNN2026.01 | 90.2 | 94.5 | 98.7 | 99.8 | 97.1 | 75.7 | 75.5 | |
| TPWASource-Free=true, Architecture=CNN2026.01 | 90.1 | 95.2 | 98.8 | 99.2 | 96.2 | 75.8 | 75.6 | |
| DIPESource-Free=true, Architecture=CNN2026.01 | 90.1 | 93.1 | 98.4 | 99.6 | 96.6 | 75.5 | 77.2 | |
| UniMS2025.06 | 90.07 | 88.18 | 97.23 | 99.2 | 90.96 | 82.75 | 82.07 | |
| Variational Model PerturbationSetting=Source-free, Backbone=ResNet-502022.10 | 90 | 93.3 | 98.6 | 100 | 96.2 | 75.4 | 76.9 | |
| UPASource-Free=true, Architecture=CNN2026.01 | 89.9 | 93.7 | 98.4 | 99.8 | 96.2 | 75 | 76.6 | |
| SHOT-TSource-Free=true, Architecture=Mamba, reproduced=true2026.01 | 89.9 | 92.6 | 99 | 99.8 | 92.4 | 78.6 | 76.9 | |
| SHOT+DPCSource-Free=true, Architecture=CNN2026.01 | 89.8 | 92.6 | 98.6 | 100 | 95.9 | 75.4 | 76.2 | |
| Source-SSource-Free=true, Architecture=Mamba2026.01 | 89.5 | 89.9 | 98.5 | 100 | 91 | 78.8 | 78.9 | |
| NRCSource-Free=true, Architecture=CNN2026.01 | 89.4 | 90.8 | 99 | 100 | 96 | 75.3 | 75 | |
| UniOT*2025.06 | 88.93 | 90.85 | 98.54 | 99.85 | 88.33 | 77.42 | 78.55 | |
| DeiT-BSource-Free=true, Architecture=ViT2026.01 | 88.8 | 90.4 | 98.2 | 100 | 90.8 | 76.8 | 76.4 | |
| SHOTSetting=Source-free, Backbone=ResNet-502022.10 | 88.6 | 90.1 | 98.4 | 99.9 | 94 | 74.7 | 74.3 | |
| SHOTSource-Free=true, Architecture=CNN2026.01 | 88.6 | 90.1 | 98.4 | 99.9 | 94 | 74.7 | 74.3 | |
| BDGSetting=Source-use, Backbone=ResNet-502022.10 | 88.5 | 93.6 | 99 | 100 | 93.6 | 73.2 | 72 | |
| Source-TSource-Free=true, Architecture=Mamba2026.01 | 88.4 | 87.2 | 98.7 | 100 | 90.8 | 77.5 | 76.3 | |
| MDDSetting=Source-use, Backbone=ResNet-502022.10 | 88 | 90.4 | 98.7 | 99.9 | 90.4 | 75 | 73.7 | |
| divergence optimization frameworkNoise Type=S452021.04 | 87.92 | — | — | — | — | — | — | |
| CDAN+ESetting=Source-use, Backbone=ResNet-502022.10 | 87.7 | 94.1 | 98.6 | 100 | 92.9 | 71 | 69.3 | |
| DANCE*2025.06 | 87.51 | 89.99 | 99.02 | 100 | 89.45 | 75.25 | 71.36 | |
| SO*2025.06 | 87.27 | 86.95 | 98.86 | 99.71 | 88.81 | 75.28 | 74.03 | |
| BNMSetting=Source-use, Backbone=ResNet-502022.10 | 87.1 | 91.5 | 98.5 | 100 | 90.3 | 70.9 | 71.6 | |
| SAFNSetting=Source-use, Backbone=ResNet-502022.10 | 87.1 | 90.1 | 98.6 | 99.8 | 90.7 | 73 | 70.2 | |
| OVANet*2025.06 | 86.73 | 85.32 | 98.6 | 99.85 | 88.95 | 73.59 | 74.04 | |
| DeiT-SSource-Free=true, Architecture=ViT2026.01 | 86.7 | 86.9 | 97.7 | 99.6 | 87.6 | 74.9 | 73.5 | |
| Generate To Adapt2017.04 | 86.5 | 89.5 | 97.9 | 99.8 | 87.7 | 72.8 | 71.4 | |
| MCDSetting=Source-use, Backbone=ResNet-502022.10 | 86.5 | 88.6 | 98.5 | 100 | 92.2 | 69.5 | 69.7 | |
| DANCEselNoise Type=P202021.04 | 86.07 | — | — | — | — | — | — | |
| ETNNoise Type=S202021.04 | 85.4 | — | — | — | — | — | — | |
| TNT2022.10 | 85.37 | 80.4 | 92 | 91.2 | 85.7 | 83.8 | 79.1 | |
| DANCENoise Type=P202021.04 | 84.88 | — | — | — | — | — | — | |
| ETNNoise Type=P202021.04 | 84.46 | — | — | — | — | — | — | |
| JAN2017.04 | 84.3 | 85.4 | 97.4 | 99.8 | 84.7 | 68.6 | 70 | |
| ETNNoise Type=S452021.04 | 83.53 | — | — | — | — | — | — | |
| STANoise Type=S202021.04 | 83.19 | — | — | — | — | — | — | |
| STANoise Type=P202021.04 | 83.12 | — | — | — | — | — | — | |
| DANCENoise Type=S202021.04 | 83 | — | — | — | — | — | — | |
| TCLNoise Type=S202021.04 | 82.97 | — | — | — | — | — | — | |
| DANNSetting=Source-use, Backbone=ResNet-502022.10 | 82.7 | 82.6 | 96.9 | 99.3 | 81.5 | 68.4 | 67.5 | |
| RevGrad2017.04 | 82.2 | 82 | 96.9 | 99.1 | 79.4 | 68.2 | 67.4 | |
| RTN2017.04 | 81.6 | 84.5 | 96.8 | 99.4 | 77.5 | 66.2 | 64.8 | |
| TCLNoise Type=P202021.04 | 80.82 | — | — | — | — | — | — | |
| DAN2017.04 | 80.4 | 80.5 | 97.1 | 99.6 | 78.6 | 63.6 | 62.8 | |
| DANSetting=Source-use, Backbone=ResNet-502022.10 | 80.4 | 80.5 | 97.1 | 99.6 | 78.6 | 63.6 | 62.8 | |
| DCC2022.10 | 80.16 | 78.54 | 79.29 | 88.58 | 88.5 | 70.18 | 75.87 | |
| DANCEselNoise Type=S452021.04 | 79.82 | — | — | — | — | — | — | |
| Source-onlySetting=Source-free, Backbone=ResNet-502022.10 | 79.3 | 76.9 | 95.3 | 98.7 | 80.8 | 60.3 | 63.6 | |
| DDC2017.04 | 78.3 | 75.6 | 76 | 98.2 | 76.5 | 62.2 | 61.5 | |
| SONoise Type=S202021.04 | 78.09 | — | — | — | — | — | — | |
| TCA2017.04 | 77.6 | 72.7 | 96.7 | 99.6 | 74.1 | 61.7 | 60.9 | |
| UANNoise Type=S202021.04 | 77.59 | — | — | — | — | — | — | |
| GFK2017.04 | 77.5 | 72.8 | 95 | 98.2 | 74.5 | 63.4 | 61 | |
| SONoise Type=P202021.04 | 77.23 | — | — | — | — | — | — | |
| ResNet50Source-Free=true, Architecture=CNN2026.01 | 77.2 | 72.6 | 93.7 | 96 | 79.3 | 60 | 61.6 | |
| ResNet - Source onlyBackbone=ResNet2017.04 | 76.1 | 68.4 | 96.7 | 99.3 | 68.9 | 62.5 | 60.7 | |
| TCLNoise Type=S452021.04 | 74.86 | — | — | — | — | — | — | |
| CMU2022.10 | 73.14 | 67.33 | 79.32 | 80.42 | 68.11 | 71.42 | 72.23 | |
| UANNoise Type=P202021.04 | 72.39 | — | — | — | — | — | — | |
| DANCEreproduced=true2022.10 | 69.13 | 62.43 | 76.29 | 82.79 | 72.64 | 63.27 | 57.37 | |
| STANoise Type=S452021.04 | 68.27 | — | — | — | — | — | — | |
| UANNoise Type=S452021.04 | 64.85 | — | — | — | — | — | — | |
| UAN2022.10 | 63.46 | 58.61 | 70.62 | 71.42 | 59.68 | 60.11 | 60.34 | |
| divergence optimization frameworkNoise Type=P452021.04 | 62.49 | — | — | — | — | — | — | |
| DANCEselNoise Type=P452021.04 | 56.32 | — | — | — | — | — | — | |
| DANCENoise Type=S452021.04 | 56.02 | — | — | — | — | — | — | |
| DANCENoise Type=P452021.04 | 55.4 | — | — | — | — | — | — | |
| STANoise Type=P452021.04 | 54.74 | — | — | — | — | — | — | |
| ETNNoise Type=P452021.04 | 53.23 | — | — | — | — | — | — | |
| SONoise Type=S452021.04 | 53.15 | — | — | — | — | — | — | |
| OSBP2022.10 | 52.34 | 50.23 | 55.53 | 57.2 | 51.14 | 49.75 | 50.16 | |
| IWAN2022.10 | 51.62 | 50.13 | 54.06 | 55.44 | 50.64 | 49.65 | 49.79 | |
| RTN2022.10 | 51.21 | 50.21 | 54.68 | 55.24 | 50.18 | 47.65 | 49.28 | |
| ATI2022.10 | 51.16 | 48.58 | 55.01 | 55.45 | 50.48 | 48.48 | 48.98 | |
| ResNetBackbone=ResNet-502022.10 | 50.94 | 47.92 | 54.94 | 55.6 | 49.78 | 48.48 | 48.96 | |
| SONoise Type=P452021.04 | 50.88 | — | — | — | — | — | — | |
| DANN2022.10 | 50.6 | 48.82 | 52.73 | 54.87 | 50.18 | 47.69 | 49.33 | |
| TCLNoise Type=P452021.04 | 50.48 | — | — | — | — | — | — | |
| PADA2022.10 | 49.98 | 49.65 | 52.62 | 55.6 | 50 | 42.87 | 49.17 | |
| UANNoise Type=P452021.04 | 45.64 | — | — | — | — | — | — |