OOD Detection on iNaturalist (OOD) vs ImageNet-1k (ID) (val)
12.66FPR95GP-Adapter+LoCoOp
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GP-Adapter+LoCoOpSetting=Few-shot (16-shot)2026.06 | 12.66 | 97.23 | |
| GL-MCMSetting=Zero-shot2026.06 | 15.18 | 96.71 | |
| GP-AdapterSetting=Few-shot (16-shot)2026.06 | 15.78 | 96.78 | |
| GP-Adapter+CoOpSetting=Few-shot (16-shot)2026.06 | 16.24 | 96.53 | |
| NPOSSetting=Fine-tuned2026.06 | 16.58 | 96.19 | |
| LoCoOpSetting=Few-shot (16-shot)2026.06 | 23.78 | 95.2 | |
| CLIPNSetting=Fine-tuned2026.06 | 23.94 | 95.27 | |
| SeTARSetting=Zero-shot2026.06 | 26.92 | 94.67 | |
| KNNSetting=Fine-tuned2026.06 | 29.17 | 91.52 | |
| CoOpSetting=Few-shot (16-shot)2026.06 | 29.63 | 93.59 | |
| ODINSetting=Fine-tuned2026.06 | 30.22 | 94.65 | |
| MCMSetting=Zero-shot2026.06 | 30.94 | 94.61 | |
| ViMSetting=Fine-tuned2026.06 | 32.19 | 94.65 | |
| MSPSetting=Fine-tuned2026.06 | 54.05 | 87.43 |