Out-of-Distribution Detection on ImageNet1K OpenOOD
51.4FPR@95CoOD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CoODBase Model=Standard2026.04 | 51.4 | 84.6 | |
| ID-Like + CoODBase Model=ID-Like2026.04 | 52.2 | 83.9 | |
| CoOp + CoOD*Base Model=CoOp2026.04 | 52.3 | 83.1 | |
| CoOp + CoODBase Model=CoOp2026.04 | 52.4 | 82.6 | |
| ID-Like + CoOD*Base Model=ID-Like2026.04 | 56 | 82.6 | |
| CoOD*Base Model=Standard2026.04 | 57 | 82.9 | |
| CoOD-FBase Model=Standard2026.04 | 58.6 | 81.8 | |
| ID-Like + CoOD-FBase Model=ID-Like2026.04 | 59.4 | 80.8 | |
| CoOp + CoOD-FBase Model=CoOp2026.04 | 65.9 | 79.6 | |
| MLS + TAGBase Model=Standard2026.04 | 75.2 | 80.1 | |
| GapBase Model=Standard2026.04 | 75.4 | 80.3 | |
| MLSBase Model=Standard2026.04 | 75.9 | 78.7 | |
| CoOp + GapBase Model=CoOp2026.04 | 76.1 | 80.2 | |
| EBO + TAGBase Model=Standard2026.04 | 78.3 | 78 | |
| EBOBase Model=Standard2026.04 | 79.1 | 76.8 | |
| GLBase Model=Standard2026.04 | 79.2 | 77.3 | |
| CoOpBase Model=CoOp2026.04 | 80.4 | 78.6 | |
| MCMBase Model=Standard2026.04 | 81 | 78.3 | |
| ID-Like + GapBase Model=ID-Like2026.04 | 82.6 | 72.9 | |
| MCM + TAGBase Model=Standard2026.04 | 83 | 78.8 | |
| ID-LikeBase Model=ID-Like2026.04 | 88.5 | 62.4 |