OOD Detection on ImageNet-54 (test)
99.2AUCCoOD*
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CoOD*Model=CoOp2026.04 | 99.2 | 3.4 | |
| CoOD*Model=LoCoOp2026.04 | 99.1 | 4 | |
| CoODModel=CoOp2026.04 | 98.7 | 6.4 | |
| CoOD*Model=IDLike2026.04 | 98.7 | 5.6 | |
| CoODModel=LoCoOp2026.04 | 98.6 | 6 | |
| CoODModel=IDLike2026.04 | 98.6 | 6.8 | |
| CoOD*Model=CLIP2026.04 | 98.6 | 6.5 | |
| CoOD*Model=LoPro2026.04 | 98.6 | 6.8 | |
| CoODModel=CLIP2026.04 | 98.4 | 9.7 | |
| CoODModel=LoPro2026.04 | 97.8 | 9.7 | |
| CSP*Model=CLIP2026.04 | 97.7 | 10.1 | |
| NEG*Model=CLIP2026.04 | 96.9 | 14.2 | |
| CoOD-FModel=CLIP2026.04 | 96.9 | 13.9 | |
| CSP*Model=LoPro2026.04 | 96.8 | 14 | |
| CSP*Model=CoOp2026.04 | 96.5 | 14.8 | |
| CoOD-FModel=LoPro2026.04 | 96.2 | 15.7 | |
| CoOD-FModel=LoCoOp2026.04 | 96 | 17.2 | |
| DualModel=LoCoOp2026.04 | 95.7 | 17.4 | |
| GL/RModel=LoCoOp2026.04 | 95.6 | 17.8 | |
| ∆EModel=LoCoOp2026.04 | 95.6 | 18.1 | |
| MCMModel=LoCoOp2026.04 | 95.5 | 18.4 | |
| COOKModel=LoCoOp2026.04 | 95.5 | 18.3 | |
| NEG*Model=CoOp2026.04 | 95.3 | 18.4 | |
| CSP*Model=IDLike2026.04 | 95.3 | 19.5 | |
| DualModel=IDLike2026.04 | 95.2 | 18.1 | |
| ∆EModel=IDLike2026.04 | 95.1 | 18.6 | |
| CoOD-FModel=CoOp2026.04 | 95.1 | 22.2 | |
| CoOD-FModel=IDLike2026.04 | 94.5 | 22.6 | |
| GapModel=LoCoOp2026.04 | 94.2 | 21.9 | |
| DualModel=CoOp2026.04 | 94.1 | 22.8 | |
| ∆EModel=CoOp2026.04 | 94.1 | 23.3 | |
| GL/RModel=CoOp2026.04 | 94 | 23.4 | |
| MCMModel=CoOp2026.04 | 93.9 | 23.8 | |
| COOKModel=CoOp2026.04 | 93.9 | 23.7 | |
| ∆EModel=CLIP2026.04 | 93.9 | 22.9 | |
| NEG*Model=LoPro2026.04 | 93.7 | 21.9 | |
| DualModel=CLIP2026.04 | 93.7 | 23 | |
| GL/RModel=CLIP2026.04 | 93.6 | 23.6 | |
| NEG*Model=IDLike2026.04 | 93.6 | 25 | |
| ∆EModel=LoPro2026.04 | 93.6 | 23.1 | |
| DualModel=LoPro2026.04 | 93.5 | 23.6 | |
| CSP*Model=LoCoOp2026.04 | 93.5 | 22.8 | |
| MCMModel=CLIP2026.04 | 93.4 | 23.9 | |
| GL/RModel=LoPro2026.04 | 93.4 | 23.9 | |
| COOKModel=CLIP2026.04 | 93.4 | 23.8 | |
| ODINModel=CoOp2026.04 | 93.3 | 24.6 | |
| ODINModel=LoCoOp2026.04 | 93.3 | 24.3 | |
| GapModel=IDLike2026.04 | 93.3 | 23.1 | |
| ODINModel=IDLike2026.04 | 93.2 | 23.6 | |
| MCMModel=LoPro2026.04 | 93.2 | 24.3 | |
| EOE*Model=CoOp2026.04 | 93.2 | 24.3 | |
| COOKModel=LoPro2026.04 | 93.2 | 24.2 | |
| KLModel=CLIP2026.04 | 93.1 | 25.1 | |
| KLModel=IDLike2026.04 | 93.1 | 23.9 | |
| GL/RModel=IDLike2026.04 | 93 | 26.9 | |
| ODINModel=LoPro2026.04 | 92.9 | 23.7 | |
| ODINModel=CLIP2026.04 | 92.8 | 23.6 | |
| COOKModel=IDLike2026.04 | 92.8 | 27.2 | |
| MCMModel=IDLike2026.04 | 92.7 | 27.3 | |
| EOE*Model=LoCoOp2026.04 | 92.6 | 23.6 | |
| GapModel=CoOp2026.04 | 92.1 | 27.3 | |
| EOE*Model=IDLike2026.04 | 91.9 | 29.2 | |
| KLModel=LoPro2026.04 | 91.7 | 28.1 | |
| KLModel=CoOp2026.04 | 91.6 | 30.9 | |
| NEG*Model=LoCoOp2026.04 | 91.4 | 28.5 | |
| KLModel=LoCoOp2026.04 | 91.2 | 31.9 | |
| GapModel=CLIP2026.04 | 90.8 | 29.6 | |
| GapModel=LoPro2026.04 | 90.7 | 29.3 | |
| EOE*Model=CLIP2026.04 | 90.3 | 30.2 | |
| MLSModel=CoOp2026.04 | 90.2 | 31.1 | |
| EBOModel=CoOp2026.04 | 90.2 | 31.1 | |
| EOE*Model=LoPro2026.04 | 89.8 | 30.6 | |
| MLSModel=IDLike2026.04 | 87.4 | 39.7 | |
| EBOModel=IDLike2026.04 | 87.4 | 39.7 | |
| ViMModel=CoOp2026.04 | 87.2 | 27.1 | |
| ViMModel=IDLike2026.04 | 86.3 | 28.8 | |
| ViMModel=LoCoOp2026.04 | 85.1 | 29.2 | |
| ViMModel=CLIP2026.04 | 84.5 | 31.3 | |
| ViMModel=LoPro2026.04 | 84.4 | 31.7 | |
| MLSModel=LoCoOp2026.04 | 83.7 | 43.9 | |
| EBOModel=LoCoOp2026.04 | 83.7 | 43.9 | |
| MLSModel=CLIP2026.04 | 81.5 | 46.1 | |
| EBOModel=CLIP2026.04 | 81.5 | 46.1 | |
| MLSModel=LoPro2026.04 | 81.2 | 46.1 | |
| EBOModel=LoPro2026.04 | 81.2 | 46.2 |