OOD Detection on OpenOOD Far-OOD 1.0
96.71AUROCInterNeg
Evaluation results
| Method | Links | ||
|---|---|---|---|
| InterNegBackbone=CLIP ViT-B/16, Training Protocol=Zero-shot (no training on ID or extra data)2026.03 | 96.71 | 0.1696 | |
| SCALEEvaluation Protocol=Methods requiring training (or fine-tuning)2024.10 | 96.53 | — | |
| SCALEBackbone=CLIP ViT-B/16, Training Protocol=Requires training on ID or extra data2026.03 | 96.53 | — | |
| AdaNegEvaluation Protocol=Zero-shot Training-free Methods2024.10 | 96.43 | 17.31 | |
| AdaNegBackbone=CLIP ViT-B/16, Training Protocol=Zero-shot (no training on ID or extra data)2026.03 | 96.43 | 0.1731 | |
| AugMix + ASHEvaluation Protocol=Methods requiring training (or fine-tuning)2024.10 | 96.05 | — | |
| ASHBackbone=CLIP ViT-B/16, Training Protocol=Requires training on ID or extra data2026.03 | 96.05 | — | |
| NegLabelEvaluation Protocol=Zero-shot Training-free Methods2024.10 | 94.85 | 23.73 | |
| NegLabelBackbone=CLIP ViT-B/16, Training Protocol=Zero-shot (no training on ID or extra data)2026.03 | 94.85 | 0.2373 | |
| LAPTEvaluation Protocol=Methods requiring training (or fine-tuning)2024.10 | 94.26 | 24.86 | |
| LAPTBackbone=CLIP ViT-B/16, Training Protocol=Requires training on ID or extra data2026.03 | 94.26 | 0.2486 | |
| AugMix + ReActEvaluation Protocol=Methods requiring training (or fine-tuning)2024.10 | 93.7 | — | |
| ReActBackbone=CLIP ViT-B/16, Training Protocol=Requires training on ID or extra data2026.03 | 93.7 | — | |
| RMDSEvaluation Protocol=Methods requiring training (or fine-tuning)2024.10 | 92.6 | — | |
| RMDSBackbone=CLIP ViT-B/16, Training Protocol=Requires training on ID or extra data2026.03 | 92.6 | — | |
| GENEvaluation Protocol=Methods requiring training (or fine-tuning)2024.10 | 90.98 | — | |
| GENBackbone=CLIP ViT-B/16, Training Protocol=Requires training on ID or extra data2026.03 | 90.98 | — | |
| MCMEvaluation Protocol=Zero-shot Training-free Methods2024.10 | 84.77 | 68.54 | |
| MCMBackbone=CLIP ViT-B/16, Training Protocol=Zero-shot (no training on ID or extra data)2026.03 | 84.77 | 0.6854 |