Out-of-Distribution Detection on SUN 5 (val)
96.01AUROCLAPT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LAPTTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 96.01 | 19.12 | |
| Debiased Negative MiningTraining Requirement=Zero-Shot Training-free Methods, Backbone=ViT B/16 CLIP encoder2026.05 | 95.88 | 16.9 | |
| NegPromptTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 95.55 | 22.89 | |
| NegLabelTraining Requirement=Zero-Shot Training-free Methods, Backbone=ViT B/16 CLIP encoder2026.05 | 95.49 | 20.53 | |
| LoCoOpTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 95.07 | 23.44 | |
| LSNTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 94.35 | 26.32 | |
| CLIPNTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 93.93 | 26.17 | |
| KNNTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 92.67 | 35.62 | |
| EnergyTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 92.66 | 35.97 | |
| VOSTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 92.57 | 36.88 | |
| MCMTraining Requirement=Zero-Shot Training-free Methods, Backbone=ViT B/16 CLIP encoder2026.05 | 92.25 | 38.8 | |
| NPOSTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 90.44 | 43.77 | |
| ViMTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 87.19 | 54.01 | |
| ODINTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 87.17 | 54.04 | |
| EnergyTraining Requirement=Zero-Shot Training-free Methods, Backbone=ViT B/16 CLIP encoder2026.05 | 84.24 | 79.02 | |
| ZOCTraining Requirement=Zero-Shot Training-free Methods, Backbone=ViT B/16 CLIP encoder2026.05 | 81.2 | 81.51 | |
| MSPTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 79.73 | 73.72 | |
| GradNormTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 72.86 | 82 | |
| MahalanobisTraining Requirement=Zero-Shot Training-free Methods, Backbone=ViT B/16 CLIP encoder2026.05 | 59.94 | 99.41 |