Source-Free Domain Adaptation on Office-Home (OH)
81.2AccuracySHOT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SHOTBackbone=ViT-B (DINOv2)2025.09 | 81.2 | 79.8 | 16.6 | |
| AaDBackbone=ViT-B (DINOv2)2025.09 | 80.5 | 79.8 | 16.6 | |
| NRCBackbone=ViT-B (DINOv2)2025.09 | 80 | 79.8 | 16.6 | |
| ISFDABackbone=ViT-B (DINOv2)2025.09 | 79.8 | 79.8 | 16.6 | |
| ICPRBackbone=ViT-B (DINOv2)2025.09 | 77.6 | 79.8 | 16.6 | |
| SHOTBackbone=ViT-S (DINOv2)2025.09 | 75.1 | 73.7 | 10.5 | |
| NRCBackbone=ViT-S (DINOv2)2025.09 | 74.2 | 73.7 | 10.5 | |
| ISFDABackbone=ViT-S (DINOv2)2025.09 | 74.2 | 73.7 | 10.5 | |
| ProCalSupervision=soft, Neighborhood=true, Calibration=true2026.03 | 73.8 | — | — | |
| ICPRBackbone=ViT-S (DINOv2)2025.09 | 73.2 | 73.7 | 10.5 | |
| AaDSupervision=soft, Neighborhood=true, Calibration=false2026.03 | 72.7 | — | — | |
| AaDBackbone=ViT-S (DINOv2)2025.09 | 71.8 | 73.7 | 10.5 | |
| SHOTSupervision=hard, Neighborhood=false, Calibration=false2026.03 | 71.8 | — | — | |
| SHOTBackbone=ResNet-502025.09 | 64.7 | 63.2 | — | |
| ISFDABackbone=ResNet-502025.09 | 64.1 | 63.2 | — | |
| AaDBackbone=ResNet-502025.09 | 63.7 | 63.2 | — | |
| NRCBackbone=ResNet-502025.09 | 61.9 | 63.2 | — | |
| ICPRBackbone=ResNet-502025.09 | 61.8 | 63.2 | — |