OOD Detection on OpenOOD (Near-OOD)
88.36AUROCOurs
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OursArchitecture=CLIP ViT-B/16, Training Setting=Zero-shot methods (no training on ID or extra data)2026.05 | 88.36 | 33.44 | |
| OE + MSPArchitecture=CLIP ViT-B/16, Training Setting=Requires training on ID or extra data2026.05 | 88.3 | — | |
| InterNegArchitecture=CLIP ViT-B/16, Training Setting=Zero-shot methods (no training on ID or extra data)2026.05 | 85.45 | 62.54 | |
| AdaNegArchitecture=CLIP ViT-B/16, Training Setting=Zero-shot methods (no training on ID or extra data)2026.05 | 84.6 | 59.07 | |
| TINSCategory=Test-time adaptation methods2026.05 | 82.65 | 57.88 | |
| LAPTCategory=Methods requiring training on ID or extra data2026.05 | 82.63 | 58.94 | |
| InterNegCategory=Test-time adaptation methods2026.05 | 82.2 | 65.43 | |
| AugMix + ASHCategory=Methods requiring training on ID or extra data2026.05 | 82.16 | — | |
| SCALECategory=Methods requiring training on ID or extra data2026.05 | 81.36 | — | |
| GENArchitecture=CLIP ViT-B/16, Training Setting=Requires training on ID or extra data2026.05 | 81.31 | — | |
| SCALEArchitecture=CLIP ViT-B/16, Training Setting=Requires training on ID or extra data2026.05 | 80.99 | — | |
| VOS + EBOArchitecture=CLIP ViT-B/16, Training Setting=Requires training on ID or extra data2026.05 | 80.93 | — | |
| AugMix + ReActCategory=Methods requiring training on ID or extra data2026.05 | 79.94 | — | |
| AdaNegCategory=Test-time adaptation methods2026.05 | 76.7 | 67.51 | |
| NegLabelCategory=Training-free & non-adaptive methods2026.05 | 75.18 | 69.45 | |
| MCMArchitecture=CLIP ViT-B/16, Training Setting=Zero-shot methods (no training on ID or extra data)2026.05 | 71 | 75.2 | |
| NegLabelArchitecture=CLIP ViT-B/16, Training Setting=Zero-shot methods (no training on ID or extra data)2026.05 | 70.58 | 71.44 | |
| MCMCategory=Training-free & non-adaptive methods2026.05 | 60.11 | 79.02 |