Out-of-Distribution Detection on Textures 55 (val)
91.6AUROCNegPrompt
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NegPromptTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 91.6 | 35.21 | |
| LAPTTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 91.06 | 40.32 | |
| CLIPNTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 90.93 | 40.83 | |
| Debiased Negative MiningTraining Requirement=Zero-Shot Training-free Methods, Backbone=ViT B/16 CLIP encoder2026.05 | 90.72 | 38.67 | |
| LSNTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 90.42 | 38.54 | |
| NegLabelTraining Requirement=Zero-Shot Training-free Methods, Backbone=ViT B/16 CLIP encoder2026.05 | 90.22 | 43.56 | |
| LoCoOpTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 90.19 | 42.28 | |
| NPOSTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 88.8 | 46.12 | |
| ODINTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 87.85 | 51.67 | |
| ViMTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 87.18 | 53.94 | |
| EnergyTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 86.76 | 57.61 | |
| VOSTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 86.33 | 61.02 | |
| MCMTraining Requirement=Zero-Shot Training-free Methods, Backbone=ViT B/16 CLIP encoder2026.05 | 86.12 | 58.5 | |
| KNNTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 85.67 | 64.35 | |
| MSPTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 79.69 | 71.93 | |
| ZOCTraining Requirement=Zero-Shot Training-free Methods, Backbone=ViT B/16 CLIP encoder2026.05 | 76.46 | 98.9 | |
| GradNormTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.05 | 70.26 | 79.36 | |
| EnergyTraining Requirement=Zero-Shot Training-free Methods, Backbone=ViT B/16 CLIP encoder2026.05 | 65.56 | 93.65 | |
| MahalanobisTraining Requirement=Zero-Shot Training-free Methods, Backbone=ViT B/16 CLIP encoder2026.05 | 64.23 | 98.46 |