OOD Detection on ImageNet-1k (ID) vs Texture (OOD)
94.33AUCCSP+∆Energy
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CSP+∆EnergyEvaluation Protocol=Zero-shot methods2025.10 | 94.33 | 21.44 | |
| ID-LikeEvaluation Protocol=Tuning-based methods2025.10 | 94.32 | 25.27 | |
| CSPEvaluation Protocol=Zero-shot methods2025.10 | 93.86 | 25.52 | |
| NegPromptEvaluation Protocol=Tuning-based methods2025.10 | 91.6 | 35.21 | |
| CLIPNEvaluation Protocol=Zero-shot methods2025.10 | 90.93 | 40.83 | |
| LSN+CoCoOpEvaluation Protocol=Tuning-based methods2025.10 | 90.42 | 38.54 | |
| GalLoPEvaluation Protocol=Tuning-based methods2025.10 | 90.4 | 38.4 | |
| NegLabelEvaluation Protocol=Zero-shot methods2025.10 | 90.22 | 43.56 | |
| LoCoOpEvaluation Protocol=Tuning-based methods2025.10 | 90.19 | 42.28 | |
| LSN+CoOpEvaluation Protocol=Tuning-based methods2025.10 | 89.52 | 31.57 | |
| MaxLogitEvaluation Protocol=CLIP-based post-hoc methods2025.10 | 88.63 | 48.72 | |
| EnergyEvaluation Protocol=CLIP-based post-hoc methods2025.10 | 88.22 | 50.39 | |
| ReActEvaluation Protocol=CLIP-based post-hoc methods2025.10 | 88.13 | 49.88 | |
| ODINEvaluation Protocol=CLIP-based post-hoc methods2025.10 | 87.85 | 51.67 | |
| MCMEvaluation Protocol=Zero-shot methods2025.10 | 86.11 | 57.77 | |
| MSPEvaluation Protocol=CLIP-based post-hoc methods2025.10 | 74.84 | 73.66 |