Out-of-Distribution Detection on ImageNet-1k
10.1FPR@95CoOD*
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CoOD*Tr.=LoCoOp, requires_OOD_labels=true2026.04 | 10.1 | 97.8 | — | |
| CoOD*Tr.=CoOp, requires_OOD_labels=true2026.04 | 10.7 | 97.6 | — | |
| CoOD*Tr.=CLIP, requires_OOD_labels=true2026.04 | 11.8 | 97.4 | — | |
| CoOD*Tr.=LoPro, requires_OOD_labels=true2026.04 | 11.8 | 97.4 | — | |
| CoOD*Tr.=IDLike, requires_OOD_labels=true2026.04 | 12.1 | 96.9 | — | |
| CoOD-FTr.=LoCoOp2026.04 | 14 | 96.3 | — | |
| CoOD-FTr.=IDLike2026.04 | 14 | 96.3 | — | |
| CoOD-FTr.=CoOp2026.04 | 14.2 | 96.2 | — | |
| CoODTr.=IDLike2026.04 | 15.5 | 96.8 | — | |
| CoODTr.=LoCoOp2026.04 | 15.8 | 96.9 | — | |
| CoODTr.=CoOp2026.04 | 16 | 96.7 | — | |
| Catalyst(μ) + ReActBackbone=ResNet-502026.02 | 17.02 | 96.18 | — | |
| Catalyst(σ) + ReActBackbone=ResNet-502026.02 | 17.46 | 96.02 | — | |
| Catalyst(m) + ReActBackbone=ResNet-502026.02 | 17.64 | 95.93 | — | |
| CoOD-FTr.=LoPro2026.04 | 17.7 | 95.4 | — | |
| CoOD-FTr.=CLIP2026.04 | 17.9 | 95.4 | — | |
| CoODTr.=CLIP2026.04 | 18.6 | 96.2 | — | |
| CoODTr.=LoPro2026.04 | 18.7 | 96.2 | — | |
| Catalyst(μ) + ReActBackbone=ResNet-342026.02 | 19.84 | 95.56 | — | |
| Catalyst(σ) + ReActBackbone=ResNet-342026.02 | 19.91 | 95.5 | — | |
| Catalyst(m) + ReActBackbone=ResNet-342026.02 | 20.16 | 95.44 | — | |
| SCALEBackbone=ResNet-502026.02 | 21.89 | 95.32 | — | |
| CSP*Tr.=CLIP, requires_OOD_labels=true2026.04 | 22.3 | 95.7 | — | |
| ASHBackbone=ResNet-502026.02 | 22.83 | 95.12 | — | |
| Catalyst(σ) + ReActBackbone=DenseNet-1212026.02 | 24.26 | 94.61 | — | |
| Catalyst(m) + ReActBackbone=DenseNet-1212026.02 | 24.52 | 94.53 | — | |
| NEG*Tr.=CLIP, requires_OOD_labels=true2026.04 | 25.4 | 94.2 | — | |
| ReAct+DICEBackbone=ResNet-502026.02 | 25.41 | 94.1 | — | |
| Catalyst(μ) + ReActBackbone=DenseNet-1212026.02 | 25.43 | 94.56 | — | |
| EOE*Tr.=LoPro, requires_OOD_labels=true2026.04 | 25.7 | 93.4 | — | |
| EOE*Tr.=CLIP, requires_OOD_labels=true2026.04 | 26.2 | 93.3 | — | |
| ReAct+DICEBackbone=ResNet-342026.02 | 26.25 | 93.99 | — | |
| CSP*Tr.=LoPro, requires_OOD_labels=true2026.04 | 26.7 | 93.2 | — | |
| SCALEBackbone=ResNet-342026.02 | 27.02 | 94.14 | — | |
| SCALEBackbone=DenseNet-1212026.02 | 28.06 | 93.45 | — | |
| GL/RTr.=LoPro2026.04 | 28.3 | 93.6 | — | |
| Catalyst(μ)Backbone=ResNet-502026.02 | 28.42 | 93.23 | — | |
| GL/RTr.=LoCoOp2026.04 | 28.7 | 93.6 | — | |
| Catalyst(σ)Backbone=DenseNet-1212026.02 | 29.12 | 92.8 | — | |
| ASHBackbone=ResNet-342026.02 | 29.32 | 93.46 | — | |
| ReAct+DICEBackbone=DenseNet-1212026.02 | 29.33 | 93.42 | — | |
| Catalyst(m) + ReActBackbone=MobileNet-v22026.02 | 29.33 | 93.43 | — | |
| Catalyst(m)Backbone=DenseNet-1212026.02 | 29.45 | 92.68 | — | |
| Catalyst(μ)Backbone=DenseNet-1212026.02 | 29.54 | 92.71 | — | |
| Catalyst(σ)Backbone=ResNet-502026.02 | 29.75 | 92.92 | — | |
| Catalyst(m)Backbone=ResNet-502026.02 | 29.89 | 92.82 | — | |
| GL/RTr.=CoOp2026.04 | 30 | 92.6 | — | |
| ASHBackbone=DenseNet-1212026.02 | 30.25 | 93.09 | — | |
| ReActBackbone=ResNet-502026.02 | 30.77 | 93.27 | — | |
| Catalyst(μ) + ReActBackbone=MobileNet-v22026.02 | 30.81 | 93.31 | — | |
| EOE*Tr.=LoCoOp, requires_OOD_labels=true2026.04 | 31 | 93.2 | — | |
| ReAct+DICEBackbone=MobileNet-v22026.02 | 31.06 | 92.84 | — | |
| Catalyst(σ) + ReActBackbone=MobileNet-v22026.02 | 31.56 | 92.71 | — | |
| Catalyst(m)Backbone=ResNet-342026.02 | 31.83 | 92.34 | — | |
| Catalyst(σ)Backbone=ResNet-342026.02 | 31.91 | 92.36 | — | |
| Catalyst(μ)Backbone=ResNet-342026.02 | 31.92 | 92.41 | — | |
| NEG*Tr.=LoPro, requires_OOD_labels=true2026.04 | 32.2 | 89.8 | — | |
| ReActBackbone=ResNet-342026.02 | 32.24 | 93.08 | — | |
| Catalyst(m)Backbone=MobileNet-v22026.02 | 33.15 | 92.33 | — | |
| Catalyst(σ)Backbone=MobileNet-v22026.02 | 33.63 | 92.27 | — | |
| MCMTr.=LoCoOp2026.04 | 34 | 92.7 | — | |
| SCALEBackbone=MobileNet-v22026.02 | 34.28 | 92.52 | — | |
| CSP*Tr.=CoOp, requires_OOD_labels=true2026.04 | 34.3 | 92.6 | — | |
| EOE*Tr.=CoOp, requires_OOD_labels=true2026.04 | 34.6 | 92.3 | — | |
| ∆ETr.=CLIP2026.04 | 35.6 | 90.3 | — | |
| COOKTr.=LoPro2026.04 | 35.6 | 90.9 | — | |
| ∆ETr.=LoPro2026.04 | 35.6 | 90.4 | — | |
| DICEBackbone=ResNet-502026.02 | 35.65 | 90.94 | — | |
| GL/RTr.=CLIP2026.04 | 35.7 | 91 | — | |
| COOKTr.=CLIP2026.04 | 35.9 | 90.8 | — | |
| COOKTr.=IDLike2026.04 | 35.9 | 91.7 | — | |
| ReActBackbone=DenseNet-1212026.02 | 35.99 | 92.27 | — | |
| MCMTr.=CoOp2026.04 | 36.1 | 91.9 | — | |
| CSP*Tr.=IDLike, requires_OOD_labels=true2026.04 | 36.6 | 88.8 | — | |
| Catalyst(μ)Backbone=MobileNet-v22026.02 | 36.71 | 91.69 | — | |
| RankFeatPost hoc=true, Free of Validation Set=true, Backbone=ResNetv2-1012022.09 | 36.8 | 92.15 | — | |
| MCMTr.=LoPro2026.04 | 37.3 | 92.6 | — | |
| MCMTr.=CLIP2026.04 | 37.6 | 90.2 | — | |
| MCMTr.=IDLike2026.04 | 37.7 | 91.2 | — | |
| GL/RTr.=IDLike2026.04 | 38 | 92.7 | — | |
| EOE*Tr.=IDLike, requires_OOD_labels=true2026.04 | 38.2 | 89.6 | — | |
| DualTr.=LoPro2026.04 | 38.6 | 90 | — | |
| DICEBackbone=DenseNet-1212026.02 | 38.67 | 89.65 | — | |
| ASHBackbone=MobileNet-v22026.02 | 38.68 | 90.95 | — | |
| ∆ETr.=IDLike2026.04 | 38.9 | 90.4 | — | |
| DICEBackbone=ResNet-342026.02 | 39.12 | 89.96 | — | |
| DualTr.=CLIP2026.04 | 39.5 | 90.9 | — | |
| GapTr.=LoPro2026.04 | 39.7 | 89.4 | — | |
| MOSPost hoc=false, Free of Validation Set=true, Backbone=ResNetv2-1012022.09 | 39.97 | 90.11 | — | |
| GapTr.=CLIP2026.04 | 40.1 | 89.3 | — | |
| NEG*Tr.=CoOp, requires_OOD_labels=true2026.04 | 40.2 | 91 | — | |
| COOKTr.=LoCoOp2026.04 | 40.5 | 90 | — | |
| GapTr.=IDLike2026.04 | 40.9 | 90.5 | — | |
| COOKTr.=CoOp2026.04 | 41 | 89.8 | — | |
| DICEBackbone=MobileNet-v22026.02 | 41.07 | 89.94 | — | |
| ODINTr.=IDLike2026.04 | 41.2 | 90.3 | — | |
| ODINTr.=CLIP2026.04 | 41.4 | 90.4 | — | |
| ODINTr.=CoOp2026.04 | 41.4 | 90.5 | — | |
| ODINTr.=LoCoOp2026.04 | 41.4 | 90.5 | — | |
| ODINTr.=LoPro2026.04 | 41.4 | 90.4 | — |