Full-spectrum OOD Detection on OpenOOD Far-OOD
94.35AUROCTANL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TANLTraining Category=Training-free, Adaptation Strategy=Test-time adaptation2026.03 | 94.35 | 22.48 | |
| LAPTTraining Category=Methods requiring training (or fine-tuning)2026.03 | 92.14 | 33.07 | |
| NegLabelTraining Category=Training-free, Adaptation Strategy=Non-adaptive2026.03 | 92.02 | 33.3 | |
| ISH + SCALETraining Category=Methods requiring training (or fine-tuning)2026.03 | 89.46 | — | |
| LSATraining Category=Methods requiring training (or fine-tuning)2026.03 | 86.85 | 48.06 | |
| AugMix + SHETraining Category=Methods requiring training (or fine-tuning)2026.03 | 83.06 | 60.26 | |
| MCMTraining Category=Training-free, Adaptation Strategy=Non-adaptive2026.03 | 77.11 | 69.87 |