OOD Detection on ImageNet-1k (ID) vs Places (OOD)
93.34AUCNegPrompt
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NegPromptEvaluation Protocol=Tuning-based methods2025.10 | 93.34 | 27.6 | |
| CSPEvaluation Protocol=Zero-shot methods2025.10 | 92.9 | 29.32 | |
| CSP+∆EnergyEvaluation Protocol=Zero-shot methods2025.10 | 92.66 | 28.87 | |
| CLIPNEvaluation Protocol=Zero-shot methods2025.10 | 92.28 | 33.45 | |
| LoCoOpEvaluation Protocol=Tuning-based methods2025.10 | 91.98 | 32.87 | |
| NegLabelEvaluation Protocol=Zero-shot methods2025.10 | 91.64 | 35.59 | |
| GalLoPEvaluation Protocol=Tuning-based methods2025.10 | 91.3 | 32.5 | |
| LSN+CoCoOpEvaluation Protocol=Tuning-based methods2025.10 | 91.25 | 34.48 | |
| ID-LikeEvaluation Protocol=Tuning-based methods2025.10 | 91.15 | 41.74 | |
| LSN+CoOpEvaluation Protocol=Tuning-based methods2025.10 | 90.87 | 36.43 | |
| MCMEvaluation Protocol=Zero-shot methods2025.10 | 89.77 | 44.69 | |
| MaxLogitEvaluation Protocol=CLIP-based post-hoc methods2025.10 | 87.45 | 55.54 | |
| ReActEvaluation Protocol=CLIP-based post-hoc methods2025.10 | 87.42 | 56.85 | |
| EnergyEvaluation Protocol=CLIP-based post-hoc methods2025.10 | 87.33 | 57.4 | |
| ODINEvaluation Protocol=CLIP-based post-hoc methods2025.10 | 85.54 | 55.06 | |
| MSPEvaluation Protocol=CLIP-based post-hoc methods2025.10 | 72.18 | 79.12 |