OOD Detection on ImageNet-1k (ID) vs SUN (OOD) (val)
26.17FPR@95CLIPN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CLIPNSetting=Fine-tuned2026.06 | 26.17 | 93.93 | |
| GL-MCMSetting=Zero-shot2026.06 | 30.42 | 93.09 | |
| LoCoOpSetting=Few-shot (16-shot)2026.06 | 30.75 | 93.89 | |
| GP-Adapter+LoCoOpSetting=Few-shot (16-shot)2026.06 | 31.52 | 93.6 | |
| GP-Adapter+CoOpSetting=Few-shot (16-shot)2026.06 | 32.78 | 93.02 | |
| CoOpSetting=Few-shot (16-shot)2026.06 | 35.33 | 92.42 | |
| SeTARSetting=Zero-shot2026.06 | 35.57 | 92.79 | |
| GP-AdapterSetting=Few-shot (16-shot)2026.06 | 37.54 | 92.36 | |
| MCMSetting=Zero-shot2026.06 | 37.67 | 92.56 | |
| NPOSSetting=Fine-tuned2026.06 | 43.77 | 90.44 | |
| KNNSetting=Fine-tuned2026.06 | 52.62 | 86.12 | |
| ViMSetting=Fine-tuned2026.06 | 54.01 | 87.19 | |
| ODINSetting=Fine-tuned2026.06 | 54.04 | 87.17 | |
| MSPSetting=Fine-tuned2026.06 | 73.37 | 78.03 |