OOD Detection on CIFAR-100 (AUROC, FPR95, ID-ACC)
92.51AUROCDAVIS(m) + DICE*
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DAVIS(m) + DICE*Backbone=ResNet-182026.01 | 92.51 | 33.38 | — | |
| DAVIS(m) + DICE*Backbone=ResNet-342026.01 | 92.33 | 33.91 | — | |
| DAVIS(µ, σ) + DICE*Backbone=DenseNet-1012026.01 | 92.32 | 33.04 | — | |
| DAVIS(µ, σ) + DICE*Backbone=ResNet-342026.01 | 91.81 | 36.67 | — | |
| DAVIS(m) + DICE*Backbone=DenseNet-1012026.01 | 91.74 | 38.32 | — | |
| DAVIS(µ, σ) + DICE*Backbone=ResNet-182026.01 | 91.54 | 36.19 | — | |
| ASHBackbone=DenseNet-1012026.01 | 90.67 | 36.66 | — | |
| ReAct+DICEBackbone=DenseNet-1012026.01 | 90.64 | 38.9 | — | |
| MDSBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 90.16 | — | — | |
| VIMBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 90 | — | — | |
| DAVIS(m)Backbone=DenseNet-1012026.01 | 89.98 | 44.55 | — | |
| DAVIS(µ, σ)Backbone=DenseNet-1012026.01 | 89.88 | 44.97 | — | |
| DAVIS(m)Backbone=ResNet-342026.01 | 89.54 | 52.26 | — | |
| DAVIS(m)Backbone=ResNet-182026.01 | 89.41 | 53.32 | — | |
| DAVIS(µ, σ)Backbone=ResNet-342026.01 | 88.78 | 55.26 | — | |
| ReactBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 88.63 | — | — | |
| DAVIS(µ, σ)Backbone=ResNet-182026.01 | 88.36 | 56.72 | — | |
| ASHBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 88.19 | — | — | |
| ReAct+DICEBackbone=ResNet-182026.01 | 87.94 | 50.44 | — | |
| ReActBackbone=MobileNet-v22026.01 | 87.9 | 53.57 | — | |
| ASHBackbone=ResNet-342026.01 | 87.88 | 54.81 | — | |
| ReActBackbone=ResNet-182026.01 | 87.52 | 59.43 | — | |
| ASHBackbone=ResNet-182026.01 | 87.47 | 54.5 | — | |
| DICEBackbone=DenseNet-1012026.01 | 87.4 | 44.91 | — | |
| DAVIS(µ, σ)Backbone=MobileNet-v22026.01 | 87.23 | 55.05 | — | |
| DAVIS(µ, σ) + DICE*Backbone=MobileNet-v2, Note=ASH used instead of DICE2026.01 | 87.23 | 46.32 | — | |
| RMDSBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 87.09 | — | — | |
| DAVIS(m)Backbone=MobileNet-v22026.01 | 87.04 | 55.28 | — | |
| DAVIS(m) + DICE*Backbone=MobileNet-v2, Note=ASH used instead of DICE2026.01 | 86.96 | 46.35 | — | |
| ReActBackbone=DenseNet-1012026.01 | 86.74 | 56.74 | — | |
| ReActBackbone=ResNet-342026.01 | 86.64 | 57.87 | — | |
| ASHBackbone=MobileNet-v22026.01 | 86.37 | 51.65 | — | |
| DICEBackbone=ResNet-342026.01 | 86.28 | 55.17 | — | |
| CLS-MBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 86.24 | — | — | |
| KNNBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 85.85 | — | — | |
| DICEBackbone=ResNet-182026.01 | 85.39 | 56.9 | — | |
| CLIPNBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.05 | 85.27 | — | — | |
| CLS-EBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 85.2 | — | — | |
| SCTShots=16-shot2024.11 | 84.91 | 60.74 | 72.3 | |
| ODINBackbone=ResNet-182026.01 | 84.78 | 66.06 | — | |
| ODINBackbone=ResNet-342026.01 | 84.71 | 67.5 | — | |
| MaxLogitBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 84.1 | — | — | |
| ODINBackbone=DenseNet-1012026.01 | 84 | 57.67 | — | |
| EnergyBackbone=ResNet-342026.01 | 83.64 | 70.3 | — | |
| ODINBackbone=MobileNet-v22026.01 | 83.63 | 70.1 | — | |
| ReAct+DICEBackbone=MobileNet-v22026.01 | 83.59 | 53.77 | — | |
| EnergyBackbone=DenseNet-1012026.01 | 83.29 | 60.59 | — | |
| EnergyBackbone=ResNet-182026.01 | 83.18 | 70.86 | — | |
| ReAct+DICEBackbone=ResNet-342026.01 | 83.16 | 58.83 | — | |
| DICEBackbone=MobileNet-v22026.01 | 82.93 | 64.78 | — | |
| EnergyBackbone=MobileNet-v22026.01 | 82.77 | 72.65 | — | |
| LoCoOpShots=16-shot2024.11 | 82.45 | 64.66 | 72.2 | |
| EnergyBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 82.25 | — | — | |
| MSPBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 82.03 | — | — | |
| NegPromptBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 80.33 | — | — | |
| GradNormBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 80.25 | — | — | |
| MSPBackbone=ResNet-342026.01 | 78.08 | 79.68 | — | |
| MCMShots=16-shot2024.11 | 77.62 | 74.92 | 68.4 | |
| LoCoOp (GL-MCM)Backbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 76.19 | — | — | |
| MSPBackbone=ResNet-182026.01 | 76.16 | 80.4 | — | |
| MSPBackbone=DenseNet-1012026.01 | 73.96 | 78.04 | — | |
| MCMBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.05 | 73.55 | — | — | |
| MSPBackbone=MobileNet-v22026.01 | 72.78 | 83.83 | — | |
| ODINBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 72.42 | — | — | |
| NegLabelBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.05 | 66.28 | — | — | |
| AdaNegBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.05 | 65.77 | — | — |