OOD Detection on ImageNet-1k ID Places OOD
95.8AUROCCoEvoNegLabel
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CoEvoNegLabelEncoder=CLIP ViT-B/16, Method Category=Training-free2026.01 | 95.8 | 23.51 | — | |
| CoEvoCSPEncoder=CLIP ViT-B/16, Method Category=Training-free2026.01 | 95.58 | 25.83 | — | |
| AdaNegBackbone=ViT-B/16 CLIP, Training Status=Zero-Shot Training-free2024.10 | 94.55 | 34.34 | — | |
| AdaNegEncoder=CLIP ViT-B/16, Method Category=Training-free2026.01 | 94.55 | 34.34 | — | |
| NegPromptBackbone=ViT-B/16 CLIP, Training Status=Methods requiring training2024.10 | 93.34 | 27.6 | — | |
| NegPromptEncoder=CLIP ViT-B/16, Method Category=Training-based2026.01 | 93.34 | 27.6 | — | |
| CSPEncoder=CLIP ViT-B/16, Method Category=Training-free2026.01 | 92.9 | 29.32 | — | |
| CLIPNBackbone=ViT-B/16 CLIP, Training Status=Methods requiring training2024.10 | 92.28 | 33.45 | — | |
| CLIPNEncoder=CLIP ViT-B/16, Method Category=Training-based2026.01 | 92.28 | 33.45 | — | |
| LAPTBackbone=ViT-B/16 CLIP, Training Status=Methods requiring training2024.10 | 92.01 | 33.01 | — | |
| LAPTEncoder=CLIP ViT-B/16, Method Category=Training-based2026.01 | 92.01 | 33.01 | — | |
| LoCoOpBackbone=ViT-B/16 CLIP, Training Status=Methods requiring training2024.10 | 91.98 | 32.87 | — | |
| LoCoOpEncoder=CLIP ViT-B/16, Method Category=Training-based2026.01 | 91.98 | 32.87 | — | |
| NegLabelBackbone=ViT-B/16 CLIP, Training Status=Zero-Shot Training-free2024.10 | 91.64 | 35.59 | — | |
| NegLabelEncoder=CLIP ViT-B/16, Method Category=Training-free2026.01 | 91.64 | 35.59 | — | |
| EnergyBackbone=ViT-B/16 CLIP, Training Status=Methods requiring training2024.10 | 91.41 | 39.87 | — | |
| EnergyEncoder=CLIP ViT-B/16, Method Category=Training-based2026.01 | 91.41 | 39.87 | — | |
| LSNBackbone=ViT-B/16 CLIP, Training Status=Methods requiring training2024.10 | 91.25 | 34.48 | — | |
| VOSBackbone=ViT-B/16 CLIP, Training Status=Methods requiring training2024.10 | 91.23 | 38.39 | — | |
| KNNBackbone=ViT-B/16 CLIP, Training Status=Methods requiring training2024.10 | 91.02 | 39.61 | — | |
| MCMBackbone=ViT-B/16 CLIP, Training Status=Zero-Shot Training-free2024.10 | 90.31 | 46.2 | — | |
| MCMEncoder=CLIP ViT-B/16, Method Category=Training-free2026.01 | 90.31 | 46.2 | — | |
| ReActBackbone=RegNet2026.03 | 90.18 | — | 41.8 | |
| LareXBackbone=RegNet2026.03 | 89.75 | — | 63.72 | |
| NPOSBackbone=ViT-B/16 CLIP, Training Status=Methods requiring training2024.10 | 89.44 | 45.27 | — | |
| NPOSEncoder=CLIP ViT-B/16, Method Category=Training-based2026.01 | 89.44 | 45.27 | — | |
| LareXBackbone=ResNet-502026.03 | 85.6 | — | 70.07 | |
| ODINBackbone=ViT-B/16 CLIP, Training Status=Methods requiring training2024.10 | 85.54 | 55.06 | — | |
| ViMBackbone=ViT-B/16 CLIP, Training Status=Methods requiring training2024.10 | 83.75 | 60.67 | — | |
| NNGuideBackbone=RegNet2026.03 | 83.72 | — | 55.52 | |
| ZOCBackbone=ViT-B/16 CLIP, Training Status=Methods requiring training2024.10 | 83.39 | 73.06 | — | |
| ZOCEncoder=CLIP ViT-B/16, Method Category=Training-based2026.01 | 83.39 | 73.06 | — | |
| EnergyBackbone=ViT-B/16 CLIP, Training Status=Zero-Shot Training-free2024.10 | 83.38 | 75.08 | — | |
| EnergyEncoder=CLIP ViT-B/16, Method Category=Training-free2026.01 | 83.38 | 75.08 | — | |
| EnergyBackbone=RegNet2026.03 | 82.1 | — | 58.52 | |
| MSPBackbone=RegNet2026.03 | 81.51 | — | 58.44 | |
| NECOBackbone=RegNet2026.03 | 81.02 | — | 66.29 | |
| ESOODBackbone=RegNet2026.03 | 80.98 | — | 59.33 | |
| Prototype FusionBackbone=RegNet2026.03 | 80.52 | — | 63.79 | |
| MSPBackbone=ViT-B/16 CLIP, Training Status=Methods requiring training2024.10 | 79.67 | 74.41 | — | |
| MSPEncoder=CLIP ViT-B/16, Method Category=Training-based2026.01 | 79.67 | 74.41 | — | |
| NNGuideBackbone=ResNet-502026.03 | 79.4 | — | 72.72 | |
| Prototype FusionBackbone=ResNet-502026.03 | 77.68 | — | 66.02 | |
| MSPBackbone=ResNet-502026.03 | 77.48 | — | 78.59 | |
| MahalanobisBackbone=ResNet-502026.03 | 77.26 | — | 65.66 | |
| MaxLogitBackbone=RegNet2026.03 | 75.8 | — | 61.54 | |
| ESOODBackbone=ResNet-502026.03 | 75.67 | — | 80.38 | |
| GradNormBackbone=ViT-B/16 CLIP, Training Status=Methods requiring training2024.10 | 73.7 | 80.41 | — | |
| GradNormEncoder=CLIP ViT-B/16, Method Category=Training-based2026.01 | 73.7 | 80.41 | — | |
| MaxLogitBackbone=ResNet-502026.03 | 72.64 | — | 85.9 | |
| GradNormBackbone=RegNet2026.03 | 71.62 | — | 81.55 | |
| MahalanobisBackbone=ViT-B/16 CLIP, Training Status=Zero-Shot Training-free2024.10 | 65.96 | 98.54 | — | |
| ViMBackbone=RegNet2026.03 | 55.05 | — | 83.37 | |
| MahalanobisBackbone=RegNet2026.03 | 52.84 | — | 85.01 | |
| ViMBackbone=ResNet-502026.03 | 51.36 | — | 90.59 | |
| EnergyBackbone=ResNet-502026.03 | 50.55 | — | 90.23 | |
| GradNormBackbone=ResNet-502026.03 | 29.56 | — | 95.31 | |
| NECOBackbone=ResNet-502026.03 | 23.98 | — | 97.67 | |
| ReActBackbone=ResNet-502026.03 | 23.08 | — | 97.37 |