Out-of-Distribution Detection on ImageNet
97.8AUROCCoOD*
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CoOD*Backbone=CLIP ViT-L/142026.04 | 97.8 | — | 8.9 | |
| CSINetwork=ResNet-182020.07 | 97.6 | — | — | |
| CoODBackbone=CLIP ViT-L/142026.04 | 97.2 | — | 13 | |
| CoOD-FBackbone=CLIP ViT-L/142026.04 | 96.6 | — | 14.3 | |
| CSP*Backbone=CLIP ViT-L/142026.04 | 95.7 | — | 23.1 | |
| NEG*Backbone=CLIP ViT-L/142026.04 | 94.3 | — | 25.3 | |
| Rot+TransNetwork=ResNet-182020.07 | 94.2 | — | — | |
| EOE*Backbone=CLIP ViT-L/142026.04 | 93.3 | — | 27.7 | |
| DMMevaluation_mode=MP2026.04 | 92.54 | — | — | |
| DMMevaluation_mode=UM2026.04 | 91.86 | — | — | |
| GOADNetwork=ResNet-182020.07 | 91.8 | — | — | |
| COOKBackbone=CLIP ViT-L/142026.04 | 91.5 | — | 34.4 | |
| ODINBackbone=CLIP ViT-L/142026.04 | 91.1 | — | 37.4 | |
| GL/RBackbone=CLIP ViT-L/142026.04 | 91.1 | — | 39.3 | |
| IB-EDLevaluation_mode=MP2026.04 | 91.05 | — | — | |
| CORECat.=C, Backbone=Swin2026.03 | 90.7 | 37.2 | — | |
| DualBackbone=CLIP ViT-L/142026.04 | 90.7 | — | 37.2 | |
| GapBackbone=CLIP ViT-L/142026.04 | 90.6 | — | 37.2 | |
| RotNetwork=ResNet-182020.07 | 90.5 | — | — | |
| MCMBackbone=CLIP ViT-L/142026.04 | 90.4 | — | 37.8 | |
| ∆EBackbone=CLIP ViT-L/142026.04 | 90.4 | — | 38.3 | |
| ViMCat.=H, Backbone=Swin2026.03 | 89.6 | 47.2 | — | |
| MDS++Cat.=F, Backbone=Swin2026.03 | 89.3 | 45 | — | |
| CreWra2026.03 | 89 | — | — | |
| CreEnssubscript=0.02026.03 | 88.8 | — | — | |
| NNGuideCat.=C, Backbone=Swin2026.03 | 88.8 | 45.1 | — | |
| CreNet2026.03 | 88.4 | — | — | |
| CoPCat.=F, Backbone=Swin2026.03 | 88.2 | 45.8 | — | |
| MahalanobisCat.=F, Backbone=Swin2026.03 | 87.9 | 53.8 | — | |
| CreRLsubscript=0.952026.03 | 87.8 | — | — | |
| CoRPCat.=F, Backbone=Swin2026.03 | 86.7 | 59.2 | — | |
| ReActCat.=S, Backbone=Swin2026.03 | 86.7 | 41.4 | — | |
| SCALECat.=S, Backbone=R502026.03 | 86.7 | 52 | — | |
| CORECat.=C, Backbone=R502026.03 | 86.7 | 51.2 | — | |
| ReActCat.=S, Backbone=R502026.03 | 86.2 | 49.9 | — | |
| CreBNN2026.03 | 85.9 | — | — | |
| NNGuideCat.=C, Backbone=R502026.03 | 85.9 | 50.7 | — | |
| Max LogitCat.=L, Backbone=Swin2026.03 | 85.2 | 44.8 | — | |
| MSPCat.=L, Backbone=Swin2026.03 | 85 | 51.6 | — | |
| SCALECat.=S, Backbone=Swin2026.03 | 85 | 44.8 | — | |
| EffCresubscript=1.02026.03 | 84.4 | — | — | |
| CORECat.=C, Backbone=ViT2026.03 | 84.3 | 61.8 | — | |
| MDS++Cat.=F, Backbone=ViT2026.03 | 84.1 | 63.6 | — | |
| EnergyCat.=L, Backbone=Swin2026.03 | 84 | 44.8 | — | |
| ASHCat.=S, Backbone=R502026.03 | 83.7 | 62.6 | — | |
| KNNCat.=F, Backbone=Swin2026.03 | 83.6 | 68.6 | — | |
| DOEApproach=Fine-tuning, Backbone=ResNet-502023.03 | 83.54 | 59.83 | — | |
| MLSBackbone=CLIP ViT-L/142026.04 | 83.5 | — | 48.6 | |
| EffCresubscript=0.952026.03 | 82.6 | — | — | |
| MDS++Cat.=F, Backbone=R502026.03 | 82.5 | 58.2 | — | |
| SHECat.=H, Backbone=R502026.03 | 82.5 | 56.2 | — | |
| ViMCat.=H, Backbone=R502026.03 | 82.4 | 67.8 | — | |
| Max LogitCat.=L, Backbone=R502026.03 | 82.2 | 67.1 | — | |
| EnergyCat.=L, Backbone=R502026.03 | 82 | 67.7 | — | |
| ReActCat.=S, Backbone=ViT2026.03 | 81.8 | 57.7 | — | |
| GradNormCat.=H, Backbone=R502026.03 | 81.7 | 54.9 | — | |
| ComboOODCat.=C, Backbone=Swin2026.03 | 81.7 | 56.7 | — | |
| ReActApproach=Post-hoc, Backbone=ResNet-502023.03 | 81.42 | 70.31 | — | |
| KNNApproach=Post-hoc, Backbone=ResNet-502023.03 | 80.91 | 64.75 | — | |
| Max LogitCat.=L, Backbone=ViT2026.03 | 80.4 | 61 | — | |
| MAP_CEevaluation_mode=MP2026.04 | 80.28 | — | — | |
| CoRPCat.=F, Backbone=R502026.03 | 80 | 60.1 | — | |
| NNGuideCat.=C, Backbone=ViT2026.03 | 80 | 74.8 | — | |
| EBOBackbone=CLIP ViT-L/142026.04 | 80 | — | 51.2 | |
| MSPCat.=L, Backbone=ViT2026.03 | 79.9 | 68.2 | — | |
| SHECat.=H, Backbone=Swin2026.03 | 79.9 | 51.7 | — | |
| EffCresubscript=0.92026.03 | 79.6 | — | — | |
| Free EnergyApproach=Post-hoc, Backbone=ResNet-502023.03 | 79.5 | 71.14 | — | |
| EnergyCat.=L, Backbone=ViT2026.03 | 79.3 | 60.7 | — | |
| OEApproach=Fine-tuning, Backbone=ResNet-502023.03 | 78.9 | 73.8 | — | |
| MCDevaluation_mode=MP2026.04 | 78.9 | — | — | |
| MSPCat.=L, Backbone=R502026.03 | 78.8 | 72.5 | — | |
| SHECat.=H, Backbone=ViT2026.03 | 78.6 | 66 | — | |
| SSD+Approach=Fine-tuning, Backbone=ResNet-502023.03 | 77.46 | 64.55 | — | |
| ViMCat.=H, Backbone=ViT2026.03 | 77.4 | 79.1 | — | |
| MixOEApproach=Fine-tuning, Backbone=ResNet-502023.03 | 77.28 | 74.36 | — | |
| MahalanobisCat.=F, Backbone=ViT2026.03 | 77.2 | 84.1 | — | |
| CoRPCat.=F, Backbone=ViT2026.03 | 77.2 | 80.1 | — | |
| MSPApproach=Post-hoc, Backbone=ResNet-502023.03 | 76.96 | 75.32 | — | |
| ComboOODCat.=C, Backbone=R502026.03 | 76.7 | 66.4 | — | |
| CoPCat.=F, Backbone=R502026.03 | 76 | 66 | — | |
| KNNCat.=F, Backbone=R502026.03 | 73 | 69.5 | — | |
| MAP_EDLevaluation_mode=MP2026.04 | 72.72 | — | — | |
| Input ComplexityNetwork=Glow2020.07 | 71.6 | — | — | |
| ComboOODCat.=C, Backbone=ViT2026.03 | 71.2 | 71.3 | — | |
| ODINApproach=Post-hoc, Backbone=ResNet-502023.03 | 71.04 | 77.43 | — | |
| SCALECat.=S, Backbone=ViT2026.03 | 71 | 72.8 | — | |
| EffCresubscript=0.82026.03 | 70 | — | — | |
| ETNevaluation_mode=MP2026.04 | 69.32 | — | — | |
| ViMBackbone=CLIP ViT-L/142026.04 | 68.6 | — | 63.7 | |
| CoPCat.=F, Backbone=ViT2026.03 | 68.1 | 85.8 | — | |
| LikelihoodNetwork=Glow2020.07 | 66.3 | — | — | |
| CSIApproach=Fine-tuning, Backbone=ResNet-502023.03 | 65.54 | 86.8 | — | |
| KLBackbone=CLIP ViT-L/142026.04 | 64.8 | — | 80.5 | |
| ETNevaluation_mode=UM2026.04 | 64.78 | — | — | |
| LikelihoodNetwork=PixelCNN++2020.07 | 64.2 | — | — | |
| DeepEnsevaluation_mode=MP2026.04 | 63.83 | — | — | |
| MahalanobisCat.=F, Backbone=R502026.03 | 63.6 | 83.6 | — | |
| VOSApproach=Fine-tuning, Backbone=ResNet-502023.03 | 61.36 | 87.87 | — | |
| Input ComplexityNetwork=PixelCNN++2020.07 | 58.9 | — | — |