OOD Detection on ImageNet-1k ID vs SUN OOD
96.66AUROCCSP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CSPEvaluation Protocol=Zero-shot methods2025.10 | 96.66 | — | 13.66 | |
| CSP+∆EnergyEvaluation Protocol=Zero-shot methods2025.10 | 96.6 | — | 13.75 | |
| NegPromptEvaluation Protocol=Tuning-based methods2025.10 | 95.55 | — | 22.89 | |
| NegLabelEvaluation Protocol=Zero-shot methods2025.10 | 95.49 | — | 20.53 | |
| LoCoOpEvaluation Protocol=Tuning-based methods2025.10 | 95.07 | — | 23.44 | |
| LSN+CoCoOpEvaluation Protocol=Tuning-based methods2025.10 | 94.35 | — | 26.32 | |
| GalLoPEvaluation Protocol=Tuning-based methods2025.10 | 94 | — | 24.9 | |
| CLIPNEvaluation Protocol=Zero-shot methods2025.10 | 93.92 | — | 26.17 | |
| LSN+CoOpEvaluation Protocol=Tuning-based methods2025.10 | 93.45 | — | 29.84 | |
| ReActBackbone=RegNet2026.03 | 92.78 | 32.86 | — | |
| MCMEvaluation Protocol=Zero-shot methods2025.10 | 92.57 | — | 34.59 | |
| ID-LikeEvaluation Protocol=Tuning-based methods2025.10 | 91.64 | — | 42.03 | |
| EnergyEvaluation Protocol=CLIP-based post-hoc methods2025.10 | 91.17 | — | 46.42 | |
| MaxLogitEvaluation Protocol=CLIP-based post-hoc methods2025.10 | 91.16 | — | 44.83 | |
| ReActEvaluation Protocol=CLIP-based post-hoc methods2025.10 | 91.04 | — | 46.17 | |
| ODINEvaluation Protocol=CLIP-based post-hoc methods2025.10 | 87.17 | — | 54.04 | |
| EnergyBackbone=RegNet2026.03 | 84.05 | 58.25 | — | |
| Prototype FusionBackbone=RegNet2026.03 | 83.83 | 56.28 | — | |
| ESOODBackbone=ResNet-502026.03 | 83.45 | 60.67 | — | |
| MSPBackbone=RegNet2026.03 | 83.36 | 58.32 | — | |
| NECOBackbone=RegNet2026.03 | 83.17 | 63.49 | — | |
| LareXBackbone=RegNet2026.03 | 83.03 | 60.92 | — | |
| LareXBackbone=ResNet-502026.03 | 82.98 | 61.14 | — | |
| NNGuideBackbone=ResNet-502026.03 | 81.14 | 73.11 | — | |
| ESOODBackbone=RegNet2026.03 | 81.01 | 65.34 | — | |
| Prototype FusionBackbone=ResNet-502026.03 | 80.68 | 59.27 | — | |
| MahalanobisBackbone=ResNet-502026.03 | 79.6 | 54.97 | — | |
| MSPBackbone=ResNet-502026.03 | 79.25 | 79.48 | — | |
| MaxLogitBackbone=RegNet2026.03 | 79.12 | 63.33 | — | |
| GradNormBackbone=RegNet2026.03 | 78.64 | 74.42 | — | |
| MaxLogitBackbone=ResNet-502026.03 | 74.78 | 85.81 | — | |
| NNGuideBackbone=RegNet2026.03 | 74.55 | 79.44 | — | |
| MSPEvaluation Protocol=CLIP-based post-hoc methods2025.10 | 73.97 | — | 76.95 | |
| ViMBackbone=RegNet2026.03 | 53.48 | 84.06 | — | |
| ViMBackbone=ResNet-502026.03 | 51.78 | 90.45 | — | |
| MahalanobisBackbone=RegNet2026.03 | 50.94 | 85.99 | — | |
| EnergyBackbone=ResNet-502026.03 | 50.82 | 89.72 | — | |
| GradNormBackbone=ResNet-502026.03 | 30.01 | 94.09 | — | |
| NECOBackbone=ResNet-502026.03 | 25.13 | 97.4 | — | |
| ReActBackbone=ResNet-502026.03 | 24.1 | 96.45 | — |