OOD Detection (iNaturalist OOD vs ImageNet-1k ID)
99.72AUROCCSP+∆Energy
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CSP+∆EnergyEvaluation Protocol=Zero-shot methods2025.10 | 99.72 | 0.82 | — | |
| AdaNegBackbone=ViT-B/16 CLIP, Training Status=Zero-Shot Training-free2024.10 | 99.71 | 0.59 | — | |
| LAPTBackbone=ViT-B/16 CLIP, Training Status=Methods requiring training2024.10 | 99.63 | 1.16 | — | |
| CSPEvaluation Protocol=Zero-shot methods2025.10 | 99.6 | 1.54 | — | |
| NegLabelBackbone=ViT-B/16 CLIP, Training Status=Zero-Shot Training-free2024.10 | 99.49 | 1.91 | — | |
| NegLabelEvaluation Protocol=Zero-shot methods2025.10 | 99.49 | 1.91 | — | |
| NegPromptBackbone=ViT-B/16 CLIP, Training Status=Methods requiring training2024.10 | 98.73 | 6.32 | — | |
| NegPromptEvaluation Protocol=Tuning-based methods2025.10 | 98.73 | 6.32 | — | |
| ID-LikeEvaluation Protocol=Tuning-based methods2025.10 | 98.19 | 8.98 | — | |
| NNGuideBackbone=ResNet-502026.03 | 97.21 | — | 12.79 | |
| GalLoPEvaluation Protocol=Tuning-based methods2025.10 | 97.1 | 13.7 | — | |
| ReActBackbone=RegNet2026.03 | 97.02 | — | 14.43 | |
| LoCoOpBackbone=ViT-B/16 CLIP, Training Status=Methods requiring training2024.10 | 96.86 | 16.05 | — | |
| LoCoOpEvaluation Protocol=Tuning-based methods2025.10 | 96.86 | 16.05 | — | |
| NPOSBackbone=ViT-B/16 CLIP, Training Status=Methods requiring training2024.10 | 96.19 | 16.58 | — | |
| LSNBackbone=ViT-B/16 CLIP, Training Status=Methods requiring training2024.10 | 95.83 | 21.56 | — | |
| LSN+CoCoOpEvaluation Protocol=Tuning-based methods2025.10 | 95.83 | 21.56 | — | |
| LSN+CoOpEvaluation Protocol=Tuning-based methods2025.10 | 95.47 | 23.48 | — | |
| EnergyBackbone=ViT-B/16 CLIP, Training Status=Methods requiring training2024.10 | 95.33 | 26.12 | — | |
| CLIPNBackbone=ViT-B/16 CLIP, Training Status=Methods requiring training2024.10 | 95.27 | 23.94 | — | |
| CLIPNEvaluation Protocol=Zero-shot methods2025.10 | 95.27 | 23.94 | — | |
| Prototype FusionBackbone=RegNet2026.03 | 94.76 | — | 22.45 | |
| ODINBackbone=ViT-B/16 CLIP, Training Status=Methods requiring training2024.10 | 94.65 | 30.22 | — | |
| ODINEvaluation Protocol=CLIP-based post-hoc methods2025.10 | 94.65 | 30.22 | — | |
| VOSBackbone=ViT-B/16 CLIP, Training Status=Methods requiring training2024.10 | 94.62 | 28.99 | — | |
| MCMEvaluation Protocol=Zero-shot methods2025.10 | 94.61 | 30.91 | — | |
| MCMBackbone=ViT-B/16 CLIP, Training Status=Zero-Shot Training-free2024.10 | 94.59 | 32.2 | — | |
| KNNBackbone=ViT-B/16 CLIP, Training Status=Methods requiring training2024.10 | 94.52 | 29.17 | — | |
| Prototype FusionBackbone=ResNet-502026.03 | 93.56 | — | 27.25 | |
| ViMBackbone=ViT-B/16 CLIP, Training Status=Methods requiring training2024.10 | 93.16 | 32.19 | — | |
| NNGuideBackbone=RegNet2026.03 | 92.08 | — | 33.31 | |
| ESOODBackbone=RegNet2026.03 | 91.98 | — | 35.21 | |
| LareXBackbone=RegNet2026.03 | 91.43 | — | 29.14 | |
| LareXBackbone=ResNet-502026.03 | 91.02 | — | 30.78 | |
| EnergyBackbone=RegNet2026.03 | 90.69 | — | 39.1 | |
| MahalanobisBackbone=ResNet-502026.03 | 90.48 | — | 29.89 | |
| NECOBackbone=RegNet2026.03 | 90.3 | — | 37 | |
| MSPBackbone=RegNet2026.03 | 89.84 | — | 39.13 | |
| MaxLogitEvaluation Protocol=CLIP-based post-hoc methods2025.10 | 88.03 | 60.88 | — | |
| MSPBackbone=ViT-B/16 CLIP, Training Status=Methods requiring training2024.10 | 87.44 | 58.36 | — | |
| EnergyEvaluation Protocol=CLIP-based post-hoc methods2025.10 | 87.18 | 64.98 | — | |
| GradNormBackbone=RegNet2026.03 | 87.02 | — | 54.17 | |
| ReActEvaluation Protocol=CLIP-based post-hoc methods2025.10 | 86.87 | 65.57 | — | |
| ZOCBackbone=ViT-B/16 CLIP, Training Status=Methods requiring training2024.10 | 86.09 | 87.3 | — | |
| MaxLogitBackbone=RegNet2026.03 | 85.63 | — | 44.89 | |
| EnergyBackbone=ViT-B/16 CLIP, Training Status=Zero-Shot Training-free2024.10 | 85.09 | 81.08 | — | |
| MSPBackbone=ResNet-502026.03 | 84.65 | — | 62.69 | |
| ViMBackbone=ResNet-502026.03 | 82.38 | — | 55.98 | |
| MaxLogitBackbone=ResNet-502026.03 | 80.25 | — | 76.47 | |
| ESOODBackbone=ResNet-502026.03 | 79.76 | — | 57.87 | |
| MSPEvaluation Protocol=CLIP-based post-hoc methods2025.10 | 77.74 | 74.57 | — | |
| GradNormBackbone=ViT-B/16 CLIP, Training Status=Methods requiring training2024.10 | 72.56 | 81.5 | — | |
| ViMBackbone=RegNet2026.03 | 60.16 | — | 77.4 | |
| MahalanobisBackbone=RegNet2026.03 | 57.14 | — | 79.51 | |
| MahalanobisBackbone=ViT-B/16 CLIP, Training Status=Zero-Shot Training-free2024.10 | 55.89 | 99.33 | — | |
| EnergyBackbone=ResNet-502026.03 | 51.27 | — | 87.51 | |
| GradNormBackbone=ResNet-502026.03 | 30.72 | — | 90.89 | |
| ReActBackbone=ResNet-502026.03 | 23.87 | — | 95.26 | |
| NECOBackbone=ResNet-502026.03 | 23.85 | — | 97.13 |