Out-of-Distribution Detection on Places OOD ImageNet-1K ID 1.0 (test)
95.17AUROCOurs (Mean)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Ours (Mean)Training Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.05 | 95.17 | 28.55 | |
| AdaNeg+NegLabelTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.05 | 94.55 | 34.34 | |
| InfoOODTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.05 | 93.37 | 26.92 | |
| NegPromptTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.05 | 93.34 | 27.6 | |
| CSPTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.05 | 92.9 | 29.32 | |
| CLIPNTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.05 | 92.28 | 33.45 | |
| LAPTTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.05 | 92.01 | 33.01 | |
| LoCoOpTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.05 | 91.98 | 32.87 | |
| DNMTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.05 | 91.95 | 32.13 | |
| NegLabelTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.05 | 91.64 | 35.59 | |
| EnergyTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.05 | 91.41 | 39.87 | |
| LSNTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.05 | 91.25 | 34.48 | |
| VOSTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.05 | 91.23 | 38.39 | |
| KNNTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.05 | 91.02 | 39.61 | |
| GL-MCMTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.05 | 90.37 | 37.07 | |
| MCMTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.05 | 90.31 | 46.2 | |
| NPOSTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.05 | 89.44 | 45.27 | |
| ODINTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.05 | 85.54 | 55.06 | |
| ViMTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.05 | 83.75 | 60.67 | |
| ZOCTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.05 | 83.39 | 73.06 | |
| EnergyTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.05 | 83.38 | 75.08 | |
| MSPTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.05 | 79.67 | 74.41 | |
| GradNormTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.05 | 73.7 | 80.41 | |
| MahalanobisTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.05 | 65.96 | 98.54 |