Object Detection on Cityscapes to Foggy Cityscapes DINO (target-label budget 5%)
62.507AP50Full-Target Oracle
Evaluation results
| Method | Links | |
|---|---|---|
| Full-Target OracleDetector=DINO, Target-label budget=5%2026.06 | 62.507 | |
| Target-Anchored PCGradProtocol=DDT, Detector=DINO, Target-label budget=5%2026.06 | 59.147 | |
| Reliability Score RescalingProtocol=DDT, Detector=DINO, Target-label budget=5%2026.06 | 59.112 | |
| Foreground Query RevivalProtocol=DDT, Detector=DINO, Target-label budget=5%2026.06 | 59.012 | |
| Prior-Mapped ThresholdingProtocol=DDT, Detector=DINO, Target-label budget=5%2026.06 | 59.005 | |
| Multi-View Foreground RevivalProtocol=DDT, Detector=DINO, Target-label budget=5%2026.06 | 58.954 | |
| Sparse Loss BalancingProtocol=DDT, Detector=DINO, Target-label budget=5%2026.06 | 58.82 | |
| RTSMProtocol=DDT, Detector=DINO, Target-label budget=5%2026.06 | 58.695 | |
| Precision-Calibrated ThresholdingProtocol=DDT, Detector=DINO, Target-label budget=5%2026.06 | 58.631 | |
| Label-Guided Teacher UpdateProtocol=DDT, Detector=DINO, Target-label budget=5%2026.06 | 58.577 | |
| Precision-Calibrated ThresholdingProtocol=PETS, Detector=DINO, Target-label budget=5%2026.06 | 56.611 | |
| Hard Query RecoveryProtocol=PETS, Detector=DINO, Target-label budget=5%2026.06 | 56.012 | |
| Reliability Score RescalingProtocol=LPU, Detector=DINO, Target-label budget=5%2026.06 | 56.009 | |
| Multi-View Foreground RevivalProtocol=LPLD, Detector=DINO, Target-label budget=5%2026.06 | 55.863 | |
| Multi-View Foreground RevivalProtocol=LPU, Detector=DINO, Target-label budget=5%2026.06 | 55.759 | |
| Sparse Loss BalancingProtocol=LPU, Detector=DINO, Target-label budget=5%2026.06 | 55.655 | |
| RTSMProtocol=LPLD, Detector=DINO, Target-label budget=5%2026.06 | 55.321 | |
| Sparse Loss BalancingProtocol=LPLD, Detector=DINO, Target-label budget=5%2026.06 | 55.264 | |
| Label-Guided Teacher UpdateProtocol=LPLD, Detector=DINO, Target-label budget=5%2026.06 | 55.247 | |
| Target-Anchored PCGradProtocol=LPU, Detector=DINO, Target-label budget=5%2026.06 | 55.229 | |
| Reliability Score RescalingProtocol=LPLD, Detector=DINO, Target-label budget=5%2026.06 | 55.182 | |
| Sparse Loss BalancingProtocol=PETS, Detector=DINO, Target-label budget=5%2026.06 | 55.102 | |
| Prior-Mapped ThresholdingProtocol=LPU, Detector=DINO, Target-label budget=5%2026.06 | 55.076 | |
| Reliability Score RescalingProtocol=PETS, Detector=DINO, Target-label budget=5%2026.06 | 55.008 | |
| Prior-Mapped ThresholdingProtocol=LPLD, Detector=DINO, Target-label budget=5%2026.06 | 54.957 | |
| Target-Anchored PCGradProtocol=PETS, Detector=DINO, Target-label budget=5%2026.06 | 54.953 | |
| Precision-Calibrated ThresholdingProtocol=LPLD, Detector=DINO, Target-label budget=5%2026.06 | 54.806 | |
| Multi-View Foreground RevivalProtocol=PETS, Detector=DINO, Target-label budget=5%2026.06 | 54.678 | |
| Foreground Query RevivalProtocol=PETS, Detector=DINO, Target-label budget=5%2026.06 | 54.516 | |
| Target-Anchored PCGradProtocol=LPLD, Detector=DINO, Target-label budget=5%2026.06 | 54.463 | |
| Precision-Calibrated ThresholdingProtocol=LPU, Detector=DINO, Target-label budget=5%2026.06 | 54.338 | |
| Foreground Query RevivalProtocol=LPU, Detector=DINO, Target-label budget=5%2026.06 | 54.293 | |
| Label-Guided Teacher UpdateProtocol=PETS, Detector=DINO, Target-label budget=5%2026.06 | 54.138 | |
| Foreground Query RevivalProtocol=LPLD, Detector=DINO, Target-label budget=5%2026.06 | 53.975 | |
| Hard Query RecoveryProtocol=DDT, Detector=DINO, Target-label budget=5%2026.06 | 53.742 | |
| Pure SFDAProtocol=DDT, Detector=DINO, Target-label budget=5%2026.06 | 53.669 | |
| Prior-Mapped ThresholdingProtocol=PETS, Detector=DINO, Target-label budget=5%2026.06 | 53.467 | |
| RTSMProtocol=LPU, Detector=DINO, Target-label budget=5%2026.06 | 53.42 | |
| Multi-View Hard RecoveryProtocol=DDT, Detector=DINO, Target-label budget=5%2026.06 | 53.393 | |
| RTSMProtocol=PETS, Detector=DINO, Target-label budget=5%2026.06 | 52.885 | |
| Label-Guided Teacher UpdateProtocol=LPU, Detector=DINO, Target-label budget=5%2026.06 | 52.611 | |
| Multi-View Hard RecoveryProtocol=PETS, Detector=DINO, Target-label budget=5%2026.06 | 50.607 | |
| Pure SFDAProtocol=LPU, Detector=DINO, Target-label budget=5%2026.06 | 48.695 | |
| Hard Query RecoveryProtocol=LPLD, Detector=DINO, Target-label budget=5%2026.06 | 48.385 | |
| Multi-View Hard RecoveryProtocol=LPLD, Detector=DINO, Target-label budget=5%2026.06 | 48.188 | |
| Hard Query RecoveryProtocol=LPU, Detector=DINO, Target-label budget=5%2026.06 | 48.17 | |
| Pure SFDAProtocol=LPLD, Detector=DINO, Target-label budget=5%2026.06 | 47.043 | |
| Pure SFDAProtocol=PETS, Detector=DINO, Target-label budget=5%2026.06 | 46.52 | |
| Multi-View Hard RecoveryProtocol=LPU, Detector=DINO, Target-label budget=5%2026.06 | 46.512 | |
| Source-OnlyDetector=DINO, Target-label budget=5%2026.06 | 32.608 |