OOD Detection on OpenOOD Far-OOD CIFAR10
99.83AUROCOnline Prototype Learning
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Online Prototype LearningTraining paradigm=Zero-Shot Training-free Methods2026.05 | 99.83 | 2.25 | |
| TINSBackbone=ViT-B/16, Training Protocol=Zero-shot methods2026.05 | 99.53 | 1.47 | |
| InterNegBackbone=CLIP ViT-B/16, Evaluation Protocol=zero-shot2026.03 | 99.29 | 2.59 | |
| InterNegBackbone=ViT-B/16, Training Protocol=Zero-shot methods2026.05 | 99.29 | 2.59 | |
| AdaNegBackbone=CLIP ViT-B/16, Evaluation Protocol=zero-shot2026.03 | 99.26 | 2.79 | |
| AdaNegBackbone=ViT-B/16, Training Protocol=Zero-shot methods2026.05 | 99.26 | 2.79 | |
| AdaNeg+NeglabelTraining paradigm=Zero-Shot Training-free Methods2026.05 | 99.26 | 2.79 | |
| NegLabelBackbone=CLIP ViT-B/16, Evaluation Protocol=zero-shot2026.03 | 98.39 | 6.6 | |
| NegLabelBackbone=ViT-B/16, Training Protocol=Zero-shot methods2026.05 | 98.39 | 6.6 | |
| NegLabelTraining paradigm=Zero-Shot Training-free Methods2026.05 | 98.39 | 6.6 | |
| PixMix + RotPredBackbone=CLIP ViT-B/16, Evaluation Protocol=requires training on ID or extra data2026.03 | 98.18 | — | |
| PixMix + RotPredBackbone=ViT-B/16, Training Protocol=Methods requiring training on ID or extra data2026.05 | 98.18 | — | |
| PixMix + RotPredTraining paradigm=Methods requiring training (or fine-tuning)2026.05 | 98.18 | — | |
| OE + MSPBackbone=CLIP ViT-B/16, Evaluation Protocol=requires training on ID or extra data2026.03 | 96 | — | |
| OE + MSPBackbone=ViT-B/16, Training Protocol=Methods requiring training on ID or extra data2026.05 | 96 | — | |
| OE + MSPTraining paradigm=Methods requiring training (or fine-tuning)2026.05 | 96 | — | |
| PixMix + KNNBackbone=CLIP ViT-B/16, Evaluation Protocol=requires training on ID or extra data2026.03 | 95.94 | — | |
| PixMix + KNNBackbone=ViT-B/16, Training Protocol=Methods requiring training on ID or extra data2026.05 | 95.94 | — | |
| PixMix + KNNTraining paradigm=Methods requiring training (or fine-tuning)2026.05 | 95.94 | — | |
| MCMBackbone=CLIP ViT-B/16, Evaluation Protocol=zero-shot2026.03 | 95.54 | 17.99 | |
| MCMBackbone=ViT-B/16, Training Protocol=Zero-shot methods2026.05 | 95.54 | 17.99 | |
| MCMTraining paradigm=Zero-Shot Training-free Methods2026.05 | 95.54 | 17.99 | |
| Functional Attribution (UMAP)Strategy=offline2026.04 | 93.9 | — | |
| KNNtype=post-processing baseline2026.04 | 93 | — | |
| Energytype=post-processing baseline2026.04 | 91.2 | — | |
| MSPtype=post-processing baseline2026.04 | 90.7 | — | |
| Functional Attribution (CCC)Strategy=online2026.04 | 90.4 | — | |
| MDStype=post-processing baseline2026.04 | 89.7 | — | |
| ODINtype=post-processing baseline2026.04 | 88 | — | |
| SHEtype=post-processing baseline2026.04 | 85.3 | — |