Full-spectrum OOD Detection on OpenOOD Near-OOD
78.9AUROCTANL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TANLTraining Category=Training-free, Adaptation Strategy=Test-time adaptation2026.03 | 78.9 | 68.71 | |
| LSATraining Category=Methods requiring training (or fine-tuning)2026.03 | 78.22 | 70.56 | |
| LAPTTraining Category=Methods requiring training (or fine-tuning)2026.03 | 74.77 | 71.18 | |
| NegLabelTraining Category=Training-free, Adaptation Strategy=Non-adaptive2026.03 | 72.77 | 76.25 | |
| AugMix + SHETraining Category=Methods requiring training (or fine-tuning)2026.03 | 69.66 | 84.45 | |
| ISH + SCALETraining Category=Methods requiring training (or fine-tuning)2026.03 | 68.04 | — | |
| MCMTraining Category=Training-free, Adaptation Strategy=Non-adaptive2026.03 | 58.97 | 85.37 |