OOD Detection on SUN397
91.2AUROCd(Attractors)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| d(Attractors)feature_space=latent trajectories2025.05 | 91.2 | 29.6 | |
| CLS-MBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 82.05 | — | |
| CLS-EBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 81.28 | — | |
| CLIPNBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.05 | 80.03 | — | |
| LoCoOp (GL-MCM)Backbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 79.89 | — | |
| MaxLogitBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 79.6 | — | |
| EnergyBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 78.24 | — | |
| NegPromptBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 76.56 | — | |
| GradNormBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 73.73 | — | |
| ReactBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 73.6 | — | |
| ASHBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 73.5 | — | |
| MDSBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 73.17 | — | |
| VIMBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 73.02 | — | |
| RMDSBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 72.64 | — | |
| ODINBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 72.33 | — | |
| MCMBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.05 | 71.48 | — | |
| NegLabelBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.05 | 70.87 | — | |
| MSPBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 70.8 | — | |
| AdaNegBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.05 | 70.33 | — | |
| KNNBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 58.97 | — | |
| Mahalanobisfeature_space=features2025.05 | 58 | 82 | |
| Reconstruction2025.05 | 49.5 | 91.8 | |
| KNN2025.05 | 42.6 | 100 |