Out-of-Distribution Detection on Places365 59 (val)
93.34AUROCNegPrompt
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NegPromptTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 93.34 | 27.6 | |
| CLIPNTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 92.28 | 33.45 | |
| LAPTTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 92.01 | 33.01 | |
| LoCoOpTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 91.98 | 32.87 | |
| Debiased Negative MiningTraining Requirement=Zero-Shot Training-free Methods, Backbone=ViT B/16 CLIP encoder2026.05 | 91.95 | 32.13 | |
| NegLabelTraining Requirement=Zero-Shot Training-free Methods, Backbone=ViT B/16 CLIP encoder2026.05 | 91.64 | 35.59 | |
| EnergyTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 91.41 | 39.87 | |
| LSNTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 91.25 | 34.48 | |
| VOSTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 91.23 | 38.39 | |
| KNNTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 91.02 | 39.61 | |
| MCMTraining Requirement=Zero-Shot Training-free Methods, Backbone=ViT B/16 CLIP encoder2026.05 | 90.31 | 46.2 | |
| NPOSTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 89.44 | 45.27 | |
| ODINTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 85.54 | 55.06 | |
| ViMTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 83.75 | 60.67 | |
| ZOCTraining Requirement=Zero-Shot Training-free Methods, Backbone=ViT B/16 CLIP encoder2026.05 | 83.39 | 73.06 | |
| EnergyTraining Requirement=Zero-Shot Training-free Methods, Backbone=ViT B/16 CLIP encoder2026.05 | 83.38 | 75.08 | |
| MSPTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 79.67 | 74.41 | |
| GradNormTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 73.7 | 80.41 | |
| MahalanobisTraining Requirement=Zero-Shot Training-free Methods, Backbone=ViT B/16 CLIP encoder2026.05 | 65.96 | 98.54 |