OOD Detection on OpenOOD Far-OOD
99.05AUROCOurs
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OursArchitecture=CLIP ViT-B/16, Training Setting=Zero-shot methods (no training on ID or extra data)2026.05 | 99.05 | 2.9 | |
| TINSCategory=Test-time adaptation methods2026.05 | 96.92 | 12.99 | |
| InterNegCategory=Test-time adaptation methods2026.05 | 96.71 | 16.96 | |
| SCALECategory=Methods requiring training on ID or extra data2026.05 | 96.53 | — | |
| AdaNegCategory=Test-time adaptation methods2026.05 | 96.43 | 17.31 | |
| InterNegArchitecture=CLIP ViT-B/16, Training Setting=Zero-shot methods (no training on ID or extra data)2026.05 | 96.39 | 20.02 | |
| AugMix + ASHCategory=Methods requiring training on ID or extra data2026.05 | 96.05 | — | |
| AdaNegArchitecture=CLIP ViT-B/16, Training Setting=Zero-shot methods (no training on ID or extra data)2026.05 | 95.25 | 29.35 | |
| NegLabelCategory=Training-free & non-adaptive methods2026.05 | 94.85 | 23.73 | |
| LAPTCategory=Methods requiring training on ID or extra data2026.05 | 94.26 | 24.86 | |
| AugMix + ReActCategory=Methods requiring training on ID or extra data2026.05 | 93.7 | — | |
| NegLabelArchitecture=CLIP ViT-B/16, Training Setting=Zero-shot methods (no training on ID or extra data)2026.05 | 89.68 | 40.92 | |
| MCMCategory=Training-free & non-adaptive methods2026.05 | 84.77 | 68.54 | |
| SCALEArchitecture=CLIP ViT-B/16, Training Setting=Requires training on ID or extra data2026.05 | 81.42 | — | |
| OE + MSPArchitecture=CLIP ViT-B/16, Training Setting=Requires training on ID or extra data2026.05 | 81.41 | — | |
| VOS + EBOArchitecture=CLIP ViT-B/16, Training Setting=Requires training on ID or extra data2026.05 | 81.32 | — | |
| GENArchitecture=CLIP ViT-B/16, Training Setting=Requires training on ID or extra data2026.05 | 79.68 | — | |
| MCMArchitecture=CLIP ViT-B/16, Training Setting=Zero-shot methods (no training on ID or extra data)2026.05 | 76 | 59.32 |