OOD Detection on ImageNet-1k (ID) vs Places (OOD) (val)
33.45FPR@95CLIPN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CLIPNSetting=Fine-tuned2026.06 | 33.45 | 90.93 | |
| LoCoOpSetting=Few-shot (16-shot)2026.06 | 37.27 | 91.24 | |
| GP-Adapter+CoOpSetting=Few-shot (16-shot)2026.06 | 37.27 | 91.58 | |
| GP-Adapter+LoCoOpSetting=Few-shot (16-shot)2026.06 | 37.28 | 91.56 | |
| GL-MCMSetting=Zero-shot2026.06 | 38.85 | 89.9 | |
| CoOpSetting=Few-shot (16-shot)2026.06 | 42.31 | 89.89 | |
| GP-AdapterSetting=Few-shot (16-shot)2026.06 | 42.32 | 90.37 | |
| SeTARSetting=Zero-shot2026.06 | 42.64 | 90.16 | |
| MCMSetting=Zero-shot2026.06 | 44.76 | 89.76 | |
| NPOSSetting=Fine-tuned2026.06 | 49.62 | 87.54 | |
| ODINSetting=Fine-tuned2026.06 | 55.06 | 85.54 | |
| KNNSetting=Fine-tuned2026.06 | 57.02 | 84.43 | |
| ViMSetting=Fine-tuned2026.06 | 60.67 | 83.75 | |
| MSPSetting=Fine-tuned2026.06 | 72.98 | 78.03 |