OOD Detection on Texture (OOD) vs ImageNet-1k (ID) (val)
39.27FPR@95%TPRGP-Adapter+CoOp
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GP-Adapter+CoOpSetting=Few-shot (16-shot)2026.06 | 39.27 | 91.74 | |
| GP-Adapter+LoCoOpSetting=Few-shot (16-shot)2026.06 | 39.47 | 91.94 | |
| CLIPNSetting=Fine-tuned2026.06 | 40.83 | 92.28 | |
| CoOpSetting=Few-shot (16-shot)2026.06 | 41.58 | 90.59 | |
| LoCoOpSetting=Few-shot (16-shot)2026.06 | 41.7 | 91.05 | |
| NPOSSetting=Fine-tuned2026.06 | 43.65 | 89.1 | |
| GP-AdapterSetting=Few-shot (16-shot)2026.06 | 48.52 | 89.37 | |
| ODINSetting=Fine-tuned2026.06 | 51.67 | 87.85 | |
| ViMSetting=Fine-tuned2026.06 | 53.94 | 87.17 | |
| KNNSetting=Fine-tuned2026.06 | 54.93 | 87.12 | |
| SeTARSetting=Zero-shot2026.06 | 55.83 | 86.58 | |
| MCMSetting=Zero-shot2026.06 | 57.91 | 86.1 | |
| GL-MCMSetting=Zero-shot2026.06 | 57.93 | 83.63 | |
| MSPSetting=Fine-tuned2026.06 | 68.85 | 79.06 |