OOD Detection on Average (iNaturalist, SUN, Places, Texture) vs ImageNet-1k (val)
30.23FPR@95GP-Adapter+LoCoOp
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GP-Adapter+LoCoOpSetting=Few-shot (16-shot)2026.06 | 30.23 | 93.58 | |
| CLIPNSetting=Fine-tuned2026.06 | 31.1 | 93.1 | |
| GP-Adapter+CoOpSetting=Few-shot (16-shot)2026.06 | 31.39 | 93.22 | |
| LoCoOpSetting=Few-shot (16-shot)2026.06 | 33.38 | 92.85 | |
| GL-MCMSetting=Zero-shot2026.06 | 35.47 | 90.83 | |
| GP-AdapterSetting=Few-shot (16-shot)2026.06 | 36.04 | 92.12 | |
| CoOpSetting=Few-shot (16-shot)2026.06 | 37.21 | 91.62 | |
| NPOSSetting=Fine-tuned2026.06 | 38.91 | 90.82 | |
| SeTARSetting=Zero-shot2026.06 | 40.24 | 91.05 | |
| MCMSetting=Zero-shot2026.06 | 42.82 | 90.76 | |
| ODINSetting=Fine-tuned2026.06 | 47.75 | 88.8 | |
| KNNSetting=Fine-tuned2026.06 | 48.44 | 87.3 | |
| ViMSetting=Fine-tuned2026.06 | 50.45 | 88.19 | |
| MSPSetting=Fine-tuned2026.06 | 67.31 | 80.64 |