Out-of-Distribution Detection on POWDER RF fingerprinting Scenario C (bes-day1 and bes-day2 sampling)
93.5AUROCPLF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PLFTuning Strategy=Baseline, Known-OOD Tuning (%)=30%2026.06 | 93.5 | 25 | |
| PLFTuning Strategy=Baseline, Known-OOD Tuning (%)=20%2026.06 | 93.3 | 28.2 | |
| PLFTuning Strategy=Baseline, Known-OOD Tuning (%)=10%2026.06 | 92.9 | 32.8 | |
| VRATuning Strategy=Baseline, Known-OOD Tuning (%)=10%2026.06 | 92.6 | 35.7 | |
| VRATuning Strategy=Baseline, Known-OOD Tuning (%)=20%2026.06 | 92.5 | 35.9 | |
| VRATuning Strategy=Baseline, Known-OOD Tuning (%)=30%2026.06 | 92.5 | 35.6 | |
| VRATuning Strategy=Baseline, Known-OOD Tuning (%)=1%2026.06 | 91.9 | 39.4 | |
| PLFTuning Strategy=Baseline, Known-OOD Tuning (%)=1%2026.06 | 91.8 | 25.9 | |
| VRATuning Strategy=SHOT2026.06 | 90.7 | 36.4 | |
| PLFTuning Strategy=SHOT2026.06 | 90.2 | 32.6 | |
| PLFTuning Strategy=Baseline, Known-OOD Tuning (%)=0.1%2026.06 | 89.6 | 33 | |
| VRATuning Strategy=Baseline, Known-OOD Tuning (%)=0.1%2026.06 | 88.9 | 44.8 | |
| ReActTuning Strategy=Baseline, Known-OOD Tuning (%)=20%2026.06 | 87.5 | 51.4 | |
| ReActTuning Strategy=Baseline, Known-OOD Tuning (%)=1%2026.06 | 87.4 | 51.7 | |
| ReActTuning Strategy=Baseline, Known-OOD Tuning (%)=10%2026.06 | 87.4 | 51.5 | |
| ReActTuning Strategy=Baseline, Known-OOD Tuning (%)=30%2026.06 | 87.4 | 51.5 | |
| ReActTuning Strategy=Baseline, Known-OOD Tuning (%)=0.1%2026.06 | 87 | 51.7 | |
| ReActTuning Strategy=SHOT2026.06 | 85.8 | 53.2 |