Out-of-Distribution Detection on ImageNet Covariate-shifted OOD vs. Semantic-shifted OOD 1k (test)
61.25FPR@95% TPRODIN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ODINzero-shot=true2025.10 | 61.25 | 77.1 | |
| ∆Energyzero-shot=true2025.10 | 67.16 | 78.68 | |
| MSPzero-shot=true2025.10 | 69.2 | 78.64 | |
| MCMzero-shot=true2025.10 | 70.3 | 75.66 | |
| CSPzero-shot=true2025.10 | 79.76 | 67.89 | |
| MaxLogitzero-shot=true2025.10 | 79.8 | 70.52 | |
| NegLabelzero-shot=true2025.10 | 82.81 | 67.38 | |
| Energyzero-shot=true2025.10 | 83.94 | 67.21 | |
| CLIPNzero-shot=true2025.10 | 84.44 | 64.64 | |
| ReActzero-shot=true2025.10 | 85.05 | 64.66 |