Out-of-Distribution Detection on ImageNet-1K (ID) vs iNaturalist (OOD) 1.0 (test)
99.88AUROCOurs (Mean)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Ours (Mean)Training Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.05 | 99.88 | 0.5 | |
| AdaNeg+NegLabelTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.05 | 99.71 | 0.59 | |
| InfoOODTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.05 | 99.7 | 1.04 | |
| LAPTTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.05 | 99.63 | 1.16 | |
| CSPTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.05 | 99.6 | 1.54 | |
| DNMTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.05 | 99.51 | 1.78 | |
| NegLabelTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.05 | 99.49 | 1.91 | |
| NegPromptTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.05 | 98.73 | 6.32 | |
| LoCoOpTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.05 | 96.86 | 16.05 | |
| GL-MCMTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.05 | 96.71 | 15.16 | |
| NPOSTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.05 | 96.19 | 16.58 | |
| LSNTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.05 | 95.83 | 21.56 | |
| EnergyTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.05 | 95.33 | 26.12 | |
| CLIPNTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.05 | 95.27 | 23.94 | |
| ODINTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.05 | 94.65 | 30.22 | |
| VOSTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.05 | 94.62 | 28.99 | |
| MCMTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.05 | 94.59 | 32.2 | |
| KNNTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.05 | 94.52 | 29.17 | |
| ViMTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.05 | 93.16 | 32.19 | |
| MSPTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.05 | 87.44 | 58.36 | |
| ZOCTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.05 | 86.09 | 87.3 | |
| EnergyTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.05 | 85.09 | 81.08 | |
| GradNormTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.05 | 72.56 | 81.5 | |
| MahalanobisTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.05 | 55.89 | 99.33 |