Source-Free Domain Adaptation on VisDA
88.6AccuracyProCal
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ProCalSupervision=soft, Neighborhood=true, Calibration=true2026.03 | 88.6 | — | — | |
| AaDSupervision=soft, Neighborhood=true, Calibration=false2026.03 | 88 | — | — | |
| SHOTSupervision=hard, Neighborhood=false, Calibration=false2026.03 | 82.9 | — | — | |
| ISFDABackbone=ViT-S (DINOv2)2025.09 | 79.3 | 77.4 | 4.2 | |
| ICPRBackbone=ViT-S (DINOv2)2025.09 | 79.2 | 77.4 | 4.2 | |
| SHOTBackbone=ViT-S (DINOv2)2025.09 | 78.8 | 77.4 | 4.2 | |
| NRCBackbone=ViT-B (DINOv2)2025.09 | 78.7 | 77.4 | 4.2 | |
| ISFDABackbone=ViT-B (DINOv2)2025.09 | 78.6 | 77.4 | 4.2 | |
| ICPRBackbone=ResNet-1012025.09 | 78.3 | 73.2 | — | |
| SHOTBackbone=ViT-B (DINOv2)2025.09 | 78.3 | 77.4 | 4.2 | |
| ICPRBackbone=ViT-B (DINOv2)2025.09 | 78 | 77.4 | 4.2 | |
| NRCBackbone=ViT-S (DINOv2)2025.09 | 77.5 | 77.4 | 4.2 | |
| NRCBackbone=ResNet-1012025.09 | 74.3 | 73.2 | — | |
| AaDBackbone=ViT-B (DINOv2)2025.09 | 73.7 | 77.4 | 4.2 | |
| AaDBackbone=ViT-S (DINOv2)2025.09 | 72.2 | 77.4 | 4.2 | |
| ISFDABackbone=ResNet-1012025.09 | 71.8 | 73.2 | — | |
| AaDBackbone=ResNet-1012025.09 | 70.8 | 73.2 | — | |
| SHOTBackbone=ResNet-1012025.09 | 70.7 | 73.2 | — |