OOD Detection on OpenOOD Near-OOD (ImageNet-1k ID)
84.52AUROCDDE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DDEsetting=zero-shot2026.06 | 84.52 | 58.64 | |
| LAPTBackbone=CLIP ViT-B/16, Training Protocol=Requires training on ID or extra data2026.03 | 82.63 | 58.94 | |
| InterNegBackbone=CLIP ViT-B/16, Training Protocol=Zero-shot (no training on ID or extra data)2026.03 | 82.2 | 65.43 | |
| ASHBackbone=CLIP ViT-B/16, Training Protocol=Requires training on ID or extra data2026.03 | 82.16 | — | |
| SCALEBackbone=CLIP ViT-B/16, Training Protocol=Requires training on ID or extra data2026.03 | 81.36 | — | |
| RMDSBackbone=CLIP ViT-B/16, Training Protocol=Requires training on ID or extra data2026.03 | 80.09 | — | |
| ReActBackbone=CLIP ViT-B/16, Training Protocol=Requires training on ID or extra data2026.03 | 79.94 | — | |
| GENBackbone=CLIP ViT-B/16, Training Protocol=Requires training on ID or extra data2026.03 | 78.97 | — | |
| NegLabelsetting=zero-shot2026.06 | 76.92 | 68.18 | |
| AdaNegBackbone=CLIP ViT-B/16, Training Protocol=Zero-shot (no training on ID or extra data)2026.03 | 76.7 | 67.51 | |
| AdaNegsetting=zero-shot2026.06 | 76.7 | 67.51 | |
| NegLabelBackbone=CLIP ViT-B/16, Training Protocol=Zero-shot (no training on ID or extra data)2026.03 | 75.18 | 69.45 | |
| AdaNDsetting=zero-shot2026.06 | 75.07 | 69.07 | |
| MCMBackbone=CLIP ViT-B/16, Training Protocol=Zero-shot (no training on ID or extra data)2026.03 | 60.11 | 79.02 | |
| MCMsetting=zero-shot2026.06 | 60.11 | 79.02 |