OOD Detection on ImageNet 1k (test)
10.22FPR95CoEvoNegLabel
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CoEvoNegLabelParam.=-, Batch Size=1282026.01 | 10.22 | — | 408 | |
| CoEvoCSPParam.=-, Batch Size=1282026.01 | 10.94 | — | 420 | |
| AdaNegParam.=-, Batch Size=1282026.01 | 17.1 | — | 504 | |
| CSPParam.=-, Batch Size=1282026.01 | 21.33 | — | 967 | |
| DAVIS(μ, σ) + ASHBackbone=ResNet-502026.01 | 22.32 | 95.16 | — | |
| ASHBackbone=ResNet-502026.01 | 22.8 | 95.12 | — | |
| DAVIS(m) + ASHBackbone=ResNet-502026.01 | 24.36 | 94.74 | — | |
| DAVIS(μ, σ) + ASHBackbone=MobileNet-v2, Combined Method=ReAct+DICE2026.01 | 24.45 | 93.65 | — | |
| NegLabelParam.=-, Batch Size=1282026.01 | 25.25 | — | 962 | |
| ReAct+DICEBackbone=ResNet-502026.01 | 28.39 | 93.37 | — | |
| DAVIS(μ, σ) + ASHBackbone=DenseNet-1212026.01 | 28.44 | 93.66 | — | |
| FOLDBackbone=RegNet [47], Alpha=Fixed2026.06 | 28.93 | 93.78 | — | |
| ASHBackbone=DenseNet-1212026.01 | 30.25 | 93.09 | — | |
| KNNBackbone=RegNet [47]2026.06 | 30.72 | 91.72 | — | |
| DAVIS(m) + ASHBackbone=DenseNet-1212026.01 | 30.8 | 92.97 | — | |
| ReAct+DICEBackbone=MobileNet-v22026.01 | 31.01 | 92.85 | — | |
| VIMBackbone=RegNet [47]2026.06 | 31.28 | 91.5 | — | |
| ReActBackbone=ResNet-502026.01 | 31.43 | 92.95 | — | |
| DAVIS(m) + ASHBackbone=MobileNet-v2, Combined Method=ReAct+DICE2026.01 | 31.61 | 90.34 | — | |
| AUTOFOLDBackbone=RegNet [47], Alpha=Auto-Tuning2026.06 | 32.76 | 92.8 | — | |
| RMDSBackbone=RegNet [47]2026.06 | 34.6 | 90.66 | — | |
| DICEBackbone=ResNet-502026.01 | 34.75 | 90.78 | — | |
| EBOBackbone=RegNet [47]2026.06 | 35.26 | 92.82 | — | |
| MLSBackbone=RegNet [47]2026.06 | 35.96 | 92.59 | — | |
| AUTOFOLD-RBackbone=RegNet [47], Alpha=Auto-Tuning2026.06 | 37.12 | 90.02 | — | |
| FOLD-ABackbone=ResNeXt [66], Alpha=Fixed2026.06 | 37.54 | 88.61 | — | |
| FOLD-ABackbone=WRN [70], Alpha=Fixed2026.06 | 37.6 | 87.95 | — | |
| MDSBackbone=RegNet [47]2026.06 | 37.66 | 88.32 | — | |
| AUTOFOLD-ABackbone=ResNeXt [66], Alpha=Auto-Tuning2026.06 | 37.71 | 88.15 | — | |
| FOLD-RBackbone=RegNet [47], Alpha=Fixed2026.06 | 38.37 | 89.39 | — | |
| DICEBackbone=DenseNet-1212026.01 | 38.67 | 89.65 | — | |
| ASHBackbone=MobileNet-v22026.01 | 38.78 | 90.94 | — | |
| TEMPSCALEBackbone=RegNet [47]2026.06 | 38.8 | 90.79 | — | |
| ASHBackbone=ResNeXt [66]2026.06 | 40.32 | 88.93 | — | |
| DAVIS(μ, σ)Backbone=DenseNet-1212026.01 | 40.62 | 90.38 | — | |
| ReActBackbone=DenseNet-1212026.01 | 40.98 | 91.01 | — | |
| DICEBackbone=MobileNet-v22026.01 | 41.93 | 89.6 | — | |
| FOLD-ABackbone=AVERAGE, Alpha=Fixed2026.06 | 42.05 | 87.08 | — | |
| FOLDBackbone=AVERAGE, Alpha=Fixed2026.06 | 42.09 | 86.99 | — | |
| DAVIS(m)Backbone=DenseNet-1212026.01 | 42.3 | 89.34 | — | |
| FOLD-RBackbone=AVERAGE, Alpha=Fixed2026.06 | 42.4 | 86.94 | — | |
| VIMBackbone=AVERAGE2026.06 | 42.44 | 84.95 | — | |
| AUTOFOLD-ABackbone=WRN [70], Alpha=Auto-Tuning2026.06 | 42.53 | 88.6 | — | |
| REACTBackbone=ResNeXt [66]2026.06 | 42.64 | 87.4 | — | |
| FOLD-RBackbone=ResNeXt [66], Alpha=Fixed2026.06 | 42.68 | 86.38 | — | |
| VIMBackbone=ResNeXt [66]2026.06 | 42.9 | 84.62 | — | |
| FOLD-RBackbone=WRN [70], Alpha=Fixed2026.06 | 42.95 | 86.59 | — | |
| RMDSBackbone=WRN [70]2026.06 | 43.25 | 85.31 | — | |
| DAVIS(m)Backbone=ResNet-502026.01 | 43.44 | 88.1 | — | |
| DAVIS(μ, σ)Backbone=ResNet-502026.01 | 43.6 | 89.33 | — | |
| KNNBackbone=ResNeXt [66]2026.06 | 43.72 | 85.38 | — | |
| KNNBackbone=WRN [70]2026.06 | 44.12 | 85.39 | — | |
| AUTOFOLD-ABackbone=AVERAGE, Alpha=Auto-Tuning2026.06 | 44.4 | 86.84 | — | |
| AUTOFOLDBackbone=AVERAGE, Alpha=Auto-Tuning2026.06 | 44.51 | 86.85 | — | |
| FOLD-ABackbone=DenseNet [23], Alpha=Fixed2026.06 | 44.59 | 84.91 | — | |
| MSPBackbone=RegNet [47]2026.06 | 44.6 | 88.05 | — | |
| FOLDBackbone=WRN [70], Alpha=Fixed2026.06 | 45.22 | 85.53 | — | |
| AUTOFOLD-RBackbone=AVERAGE, Alpha=Auto-Tuning2026.06 | 45.27 | 85.67 | — | |
| AUTOFOLD-ABackbone=DenseNet [23], Alpha=Auto-Tuning2026.06 | 45.5 | 85.02 | — | |
| VIMBackbone=WRN [70]2026.06 | 45.53 | 83.62 | — | |
| FOLD-RBackbone=DenseNet [23], Alpha=Fixed2026.06 | 45.58 | 85.41 | — | |
| KNNBackbone=AVERAGE2026.06 | 45.69 | 83.84 | — | |
| AUTOFOLD-RBackbone=ResNeXt [66], Alpha=Auto-Tuning2026.06 | 45.69 | 84.67 | — | |
| ReAct+DICEBackbone=DenseNet-1212026.01 | 45.7 | 87.6 | — | |
| RMDSBackbone=ResNeXt [66]2026.06 | 45.81 | 83.86 | — | |
| DAVIS(m)Backbone=MobileNet-v22026.01 | 45.84 | 89.11 | — | |
| DAVIS(μ, σ)Backbone=MobileNet-v22026.01 | 46.25 | 89.41 | — | |
| ASHBackbone=WRN [70]2026.06 | 46.4 | 87.8 | — | |
| RMDSBackbone=AVERAGE2026.06 | 46.41 | 84.79 | — | |
| AUTOFOLD-RBackbone=WRN [70], Alpha=Auto-Tuning2026.06 | 46.45 | 84.76 | — | |
| REACTBackbone=AVERAGE2026.06 | 46.59 | 85.46 | — | |
| REACTBackbone=DenseNet [23]2026.06 | 46.63 | 83.8 | — | |
| FOLDBackbone=ResNeXt [66], Alpha=Fixed2026.06 | 47 | 85.12 | — | |
| FOLDBackbone=DenseNet [23], Alpha=Fixed2026.06 | 47.21 | 83.52 | — | |
| REACTBackbone=RegNet [47]2026.06 | 47.75 | 84.93 | — | |
| AUTOFOLDBackbone=DenseNet [23], Alpha=Auto-Tuning2026.06 | 47.76 | 83.69 | — | |
| MLSBackbone=AVERAGE2026.06 | 47.81 | 86.33 | — | |
| EBOBackbone=AVERAGE2026.06 | 47.84 | 86.15 | — | |
| DAVIS(μ, σ) + ASHBackbone=EfficientNet-b02026.01 | 47.9 | 87.56 | — | |
| DAVIS(μ, σ)Backbone=EfficientNet-b02026.01 | 48.4 | 87.39 | — | |
| FOLD-ABackbone=RegNet [47], Alpha=Fixed2026.06 | 48.44 | 86.87 | — | |
| AUTOFOLDBackbone=ResNeXt [66], Alpha=Auto-Tuning2026.06 | 48.48 | 85.28 | — | |
| ReActBackbone=MobileNet-v22026.01 | 48.94 | 88.74 | — | |
| AUTOFOLDBackbone=WRN [70], Alpha=Auto-Tuning2026.06 | 49.05 | 85.62 | — | |
| REACTBackbone=WRN [70]2026.06 | 49.32 | 85.69 | — | |
| ODINBackbone=DenseNet-1212026.01 | 49.45 | 87.48 | — | |
| ASHBackbone=AVERAGE2026.06 | 49.88 | 84.49 | — | |
| VIMBackbone=DenseNet [23]2026.06 | 50.06 | 80.06 | — | |
| TEMPSCALEBackbone=AVERAGE2026.06 | 50.13 | 85.45 | — | |
| EnergyBackbone=DenseNet-1212026.01 | 50.68 | 87.6 | — | |
| SHEBackbone=RegNet [47]2026.06 | 50.81 | 87.23 | — | |
| ASHBackbone=DenseNet [23]2026.06 | 50.93 | 83 | — | |
| MLSBackbone=ResNeXt [66]2026.06 | 51.48 | 85.02 | — | |
| EBOBackbone=ResNeXt [66]2026.06 | 51.75 | 84.83 | — | |
| AUTOFOLD-RBackbone=DenseNet [23], Alpha=Auto-Tuning2026.06 | 51.8 | 83.22 | — | |
| MLSBackbone=WRN [70]2026.06 | 51.88 | 84.89 | — | |
| AUTOFOLD-ABackbone=RegNet [47], Alpha=Auto-Tuning2026.06 | 51.88 | 85.59 | — | |
| MLSBackbone=DenseNet [23]2026.06 | 51.92 | 82.8 | — | |
| TEMPSCALEBackbone=WRN [70]2026.06 | 52 | 84.86 | — | |
| EBOBackbone=DenseNet [23]2026.06 | 52.13 | 82.51 | — |