Out-of-Distribution Detection on ImageNet ID vs. Semantic-shifted OOD 1k (test)
46.4FPR@95%TPR∆Energy
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ∆Energyzero-shot=true2025.10 | 46.4 | 87.1 | |
| ODINzero-shot=true2025.10 | 51.71 | 85.61 | |
| MSPzero-shot=true2025.10 | 51.72 | 85.64 | |
| MCMzero-shot=true2025.10 | 53.34 | 85.81 | |
| CLIPNzero-shot=true2025.10 | 64.37 | 81.44 | |
| CSPzero-shot=true2025.10 | 68.49 | 78.84 | |
| MaxLogitzero-shot=true2025.10 | 69.12 | 80.28 | |
| Energyzero-shot=true2025.10 | 76.72 | 76.94 | |
| NegLabelzero-shot=true2025.10 | 77.31 | 75.73 | |
| ReActzero-shot=true2025.10 | 80.38 | 74.06 |