Out-of-Distribution Detection on ImageNet-1k Near-OOD
84.53AUROCTANL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TANLEvaluation Protocol=Training-free & test-time adaptation methods2026.03 | 84.53 | 60.06 | |
| CMAEvaluation Protocol=Methods requiring training (or fine-tuning)2026.03 | 84.46 | 56.25 | |
| TTL + FAExtra Resources=No2026.04 | 83.33 | 56.53 | |
| LAPTEvaluation Protocol=Methods requiring training (or fine-tuning)2026.03 | 82.63 | 58.94 | |
| AugMix + ASHEvaluation Protocol=Methods requiring training (or fine-tuning)2026.03 | 82.16 | — | |
| SCALEEvaluation Protocol=Methods requiring training (or fine-tuning)2026.03 | 81.36 | — | |
| AugMix + ReActEvaluation Protocol=Methods requiring training (or fine-tuning)2026.03 | 79.94 | — | |
| FAExtra Resources=No2026.04 | 77.97 | 69.21 | |
| OODD + FAExtra Resources=No2026.04 | 77.31 | 60.06 | |
| AdaNegEvaluation Protocol=Training-free & test-time adaptation methods2026.03 | 76.7 | 67.51 | |
| AdaNegExtra Resources=Yes2026.04 | 76.01 | 67.35 | |
| NeglabelExtra Resources=Yes2026.04 | 75.38 | 69.27 | |
| NegLabelEvaluation Protocol=Training-free & non-adaptive methods2026.03 | 75.18 | 69.45 | |
| AdaND + FAExtra Resources=No2026.04 | 74.28 | 75.4 | |
| AdaNeg + FAExtra Resources=Yes2026.04 | 73.79 | 76.15 | |
| LocalPromptExtra Resources=No2026.04 | 73.44 | 77.91 | |
| MCMExtra Resources=No2026.04 | 69.22 | 84.17 | |
| LoCoOpExtra Resources=No2026.04 | 68.03 | 82.51 | |
| AdaNDExtra Resources=No2026.04 | 68.01 | 80.78 | |
| OODDExtra Resources=No2026.04 | 67.08 | 73.83 | |
| MCMEvaluation Protocol=Training-free & non-adaptive methods2026.03 | 60.11 | 79.02 | |
| IDLikeExtra Resources=No2026.04 | 59.51 | 86.23 | |
| TTLExtra Resources=No2026.04 | 56.3 | 89.44 |