Domain Adaptation on VisDA-C (test)
0.893S→R ScoreSfMamba-S
Evaluation Results
| Method | Links | |
|---|---|---|
| SfMamba-SSF=✓, Backbone=Mamba-Small, Architecture=Mamba2026.01 | 0.893 | |
| RGVSF=✓, Backbone=ResNet101, Architecture=CNN2026.01 | 0.891 | |
| NAMISF=✓, Backbone=ResNet101, Architecture=CNN2026.01 | 0.889 | |
| DATMambaSF=✓, Architecture=Mamba2026.01 | 0.889 | |
| UPASF=✓, Backbone=ResNet101, Architecture=CNN2026.01 | 0.887 | |
| SfMamba-TSF=✓, Backbone=Mamba-Tiny, Architecture=Mamba2026.01 | 0.885 | |
| I-SFDASF=✓, Backbone=ResNet101, Architecture=CNN2026.01 | 0.884 | |
| CDTrans-BSF=✗, Backbone=DeiT-B, Architecture=ViT2026.01 | 0.884 | |
| C-SFTransSF=✓, Backbone=DeiT-B, Architecture=ViT2026.01 | 0.883 | |
| C-SFDASF=✓, Backbone=ResNet101, Architecture=CNN2026.01 | 0.878 | |
| DPLSF=✓, Backbone=ResNet101, Architecture=CNN2026.01 | 0.878 | |
| TPDSSF=✓, Backbone=ResNet101, Architecture=CNN2026.01 | 0.876 | |
| DSiT-BSF=✓, Backbone=DeiT-B, Architecture=ViT2026.01 | 0.876 | |
| TPWASF=✓, Backbone=ResNet101, Architecture=CNN2026.01 | 0.872 | |
| CoWA-JMDSSF=✓, Backbone=ResNet101, Architecture=CNN2026.01 | 0.869 | |
| DAPLSF=✗, Backbone=ResNet101, Architecture=CNN2026.01 | 0.869 | |
| NRCSF=✓, Backbone=ResNet101, Architecture=CNN2026.01 | 0.859 | |
| SHOT-S†SF=✓, Backbone=Small-Mamba-variant, Architecture=Mamba2026.01 | 0.846 | |
| SHOT+DPCSF=✓, Backbone=ResNet101, Architecture=CNN2026.01 | 0.843 | |
| SHOT-BSF=✓, Backbone=DeiT-B, Architecture=ViT2026.01 | 0.835 | |
| SHOTSF=✓, Backbone=ResNet101, Architecture=CNN2026.01 | 0.829 | |
| SHOT-T†SF=✓, Backbone=Tiny-Mamba-variant, Architecture=Mamba2026.01 | 0.819 | |
| DeiT-BSF=✓, Backbone=DeiT-B, Architecture=ViT2026.01 | 0.671 | |
| Source-SSF=✓, Backbone=Mamba-Small, Architecture=Mamba2026.01 | 0.656 | |
| Source-TSF=✓, Backbone=Mamba-Tiny, Architecture=Mamba2026.01 | 0.615 | |
| ResNetSF=✓, Backbone=ResNet101, Architecture=CNN2026.01 | 0.478 |