OOD Detection on OpenOOD Near-OOD 1.0
82.63AUROCLAPT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LAPTEvaluation Protocol=Methods requiring training (or fine-tuning)2024.10 | 82.63 | 58.94 | |
| AugMix + ASHEvaluation Protocol=Methods requiring training (or fine-tuning)2024.10 | 82.16 | — | |
| SCALEEvaluation Protocol=Methods requiring training (or fine-tuning)2024.10 | 81.36 | — | |
| RMDSEvaluation Protocol=Methods requiring training (or fine-tuning)2024.10 | 80.09 | — | |
| AugMix + ReActEvaluation Protocol=Methods requiring training (or fine-tuning)2024.10 | 79.94 | — | |
| GENEvaluation Protocol=Methods requiring training (or fine-tuning)2024.10 | 78.97 | — | |
| AdaNegEvaluation Protocol=Zero-shot Training-free Methods2024.10 | 76.7 | 67.51 | |
| NegLabelEvaluation Protocol=Zero-shot Training-free Methods2024.10 | 75.18 | 69.45 | |
| MCMEvaluation Protocol=Zero-shot Training-free Methods2024.10 | 60.11 | 79.02 |