Out-of-Distribution Detection on OpenOOD ImageNet-1k ID Far-OOD
97.67AUROCOnline Prototype Learning
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Online Prototype LearningMode=Zero-Shot Training-free Methods, Resolution=224x2242026.05 | 97.67 | 13.22 | |
| TTL + FAExtra Resources=No2026.04 | 97.05 | 13.62 | |
| SCALEMode=Methods requiring training (or fine-tuning), Resolution=224x2242026.05 | 96.53 | — | |
| ANTSzero-shot=true2025.09 | 96.5 | 15.38 | |
| AdaNegzero-shot=true2025.09 | 96.43 | 17.31 | |
| AdaNeg+NeglabelMode=Zero-Shot Training-free Methods, Resolution=224x2242026.05 | 96.43 | 17.31 | |
| SynOODzero-shot=true2025.09 | 96.21 | 17.11 | |
| AugMix + ASHMode=Methods requiring training (or fine-tuning), Resolution=224x2242026.05 | 96.05 | — | |
| TTLExtra Resources=No2026.04 | 95.59 | 19.88 | |
| AdaNegExtra Resources=Yes2026.04 | 95.44 | 20.9 | |
| AdaNeg + FAExtra Resources=Yes2026.04 | 95.38 | 19.75 | |
| NeglabelExtra Resources=Yes2026.04 | 94.94 | 23.23 | |
| NegLabelMode=Zero-Shot Training-free Methods, Resolution=224x2242026.05 | 94.85 | 23.73 | |
| LAPTMode=Methods requiring training (or fine-tuning), Resolution=224x2242026.05 | 94.26 | 24.86 | |
| LocalPromptExtra Resources=No2026.04 | 93.71 | 28.6 | |
| AugMix + ReActMode=Methods requiring training (or fine-tuning), Resolution=224x2242026.05 | 93.7 | — | |
| FAExtra Resources=No2026.04 | 93.67 | 25.78 | |
| AdaND + FAExtra Resources=No2026.04 | 93.53 | 23.05 | |
| NegLabelzero-shot=true2025.09 | 93.3 | 27.34 | |
| RMDSMode=Methods requiring training (or fine-tuning), Resolution=224x2242026.05 | 92.6 | — | |
| OODD + FAExtra Resources=No2026.04 | 92.21 | 23.52 | |
| AdaNDExtra Resources=No2026.04 | 92.19 | 27.76 | |
| IDLikeExtra Resources=No2026.04 | 92.16 | 36.11 | |
| LoCoOpExtra Resources=No2026.04 | 92.12 | 33.42 | |
| OODDExtra Resources=No2026.04 | 91.87 | 24.81 | |
| GENMode=Methods requiring training (or fine-tuning), Resolution=224x2242026.05 | 90.98 | — | |
| MCMExtra Resources=No2026.04 | 90.61 | 44.39 | |
| EOEzero-shot=true2025.09 | 89.14 | 46.73 | |
| MCMzero-shot=true2025.09 | 84.77 | 68.54 | |
| MCMMode=Zero-Shot Training-free Methods, Resolution=224x2242026.05 | 84.77 | 68.54 |