Domain Adaptation on DomainNet-126
77.4Accuracy (S->P)SfMamba-S
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SfMamba-Ssource-free=true, backbone=Mamba-based2026.01 | 77.4 | 76.4 | 78.8 | 73.5 | 76.4 | 77.9 | 85.2 | 77.9 | |
| CDTrans-Bsource-free=false, official reproduction=true, backbone=ViT-based2026.01 | 76.5 | 72.6 | 77 | 66.1 | 75.7 | 77 | 85.9 | 75.8 | |
| SHOT-Ssource-free=true, official reproduction=true, backbone=Mamba-based2026.01 | 76.3 | 74.4 | 77 | 71.1 | 76.4 | 75.8 | 84.6 | 76.5 | |
| SfMamba-Tsource-free=true, backbone=Mamba-based2026.01 | 75.3 | 75.3 | 77.4 | 71 | 73.9 | 76.4 | 84.1 | 76.2 | |
| SHOT-Tsource-free=true, official reproduction=true, backbone=Mamba-based2026.01 | 72.9 | 72.4 | 74 | 68.1 | 73 | 73.2 | 83.3 | 73.8 | |
| RGVsource-free=true, backbone=CNN-based2026.01 | 71.2 | 68 | 71.9 | 67.3 | 72.9 | 77.6 | 83.2 | 73.2 | |
| Source-Ssource-free=true, backbone=Mamba-based2026.01 | 71 | 69.2 | 71.2 | 64.6 | 73.5 | 70.7 | 82.4 | 71.8 | |
| CDTrans-Ssource-free=false, official reproduction=true, backbone=ViT-based2026.01 | 70.8 | 65.1 | 70.7 | 60.5 | 71.4 | 68.3 | 82 | 69.8 | |
| Source-Tsource-free=true, backbone=Mamba-based2026.01 | 68.3 | 66.5 | 69.1 | 61.9 | 71 | 67.7 | 81.1 | 69.4 | |
| DeiT-Bsource-free=true, backbone=ViT-based2026.01 | 68 | 64.4 | 69.3 | 59.5 | 72.8 | 68.1 | 82.8 | 69.3 | |
| SF(DA)^2SF=true, Backbone=ResNet-502024.03 | 67.7 | 59.6 | 67.8 | 83.5 | 60.2 | 68.8 | 70.5 | 68.3 | |
| SF(DA)2source-free=true, backbone=CNN-based2026.01 | 67.7 | 59.6 | 67.8 | 60.2 | 70.5 | 68.8 | 83.5 | 68.3 | |
| G-SFDAsource-free=true, backbone=CNN-based2026.01 | 67.5 | 64 | 68.8 | 65.7 | 70.4 | 74.2 | 76.5 | 69.6 | |
| C-SFDAsource-free=true, backbone=CNN-based2026.01 | 67.4 | 62.1 | 68.5 | 62.7 | 71.1 | 70.8 | 80.4 | 69 | |
| UPAsource-free=true, backbone=CNN-based2026.01 | 66.8 | 60.9 | 67.6 | 61.5 | 69.5 | 68.6 | 80.9 | 68 | |
| SHOTSF=true, Backbone=ResNet-502024.03 | 66.1 | 60.1 | 66.9 | 80.8 | 59.9 | 67.7 | 68.4 | 67.1 | |
| SHOTsource-free=true, backbone=CNN-based2026.01 | 66.1 | 60.1 | 66.9 | 59.9 | 68.4 | 67.7 | 80.8 | 67.1 | |
| AdaConsource-free=true, backbone=CNN-based2026.01 | 65.9 | 58 | 68.6 | 61.5 | 69.8 | 70.2 | 80.5 | 67.8 | |
| NRCSF=true, Backbone=ResNet-502024.03 | 65.7 | 58.6 | 64.5 | 82.3 | 58.4 | 65.2 | 68.2 | 66.1 | |
| AaDSF=true, Backbone=ResNet-502024.03 | 65.4 | 54.2 | 59.8 | 81.8 | 54.6 | 60.3 | 68.5 | 63.5 | |
| DeiT-Ssource-free=true, backbone=ViT-based2026.01 | 61.9 | 56.5 | 61.4 | 53.1 | 68.6 | 63.1 | 77.2 | 63.1 | |
| TENTSF=true, Backbone=ResNet-502024.03 | 52.4 | 48.5 | 57.9 | 67 | 54 | 58.5 | 65.7 | 57.7 | |
| TENTsource-free=true, backbone=CNN-based2026.01 | 52.4 | 48.5 | 57.9 | 54 | 65.7 | 58.5 | 67 | 57.7 | |
| Source onlyBackbone=ResNet-502024.03 | 50.1 | 46.9 | 53 | 75 | 46.3 | 55.5 | 62.7 | 55.6 | |
| ResNet50source-free=true, backbone=CNN-based2026.01 | 50.1 | 46.9 | 53 | 46.3 | 62.7 | 55.5 | 75 | 55.6 | |
| MCCSF=false, Backbone=ResNet-502024.03 | 47.3 | 34.9 | 41.9 | 72.4 | 35.3 | 44.8 | 65.7 | 48.9 |