Far OOD Detection on SUN (Far OOD)
8.37FPR95 (MaxLogit, Original)CoCoOp
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CoCoOpfew-shot settings=averaged over 16, 8, 4, 2, 1, random seeds=32024.05 | 8.37 | 6.39 | -1.98 | 11.64 | 7.18 | -4.46 | |
| MaPLefew-shot settings=averaged over 16, 8, 4, 2, 1, random seeds=32024.05 | 9.67 | 5.91 | -3.76 | 15.09 | 7.69 | -7.4 | |
| IVLPfew-shot settings=averaged over 16, 8, 4, 2, 1, random seeds=32024.05 | 10.77 | 7.92 | -2.86 | 15.85 | 9.35 | -6.5 | |
| PromptSRCfew-shot settings=averaged over 16, 8, 4, 2, 1, random seeds=32024.05 | 11.48 | 8.37 | -3.11 | 17.35 | 11.28 | -6.08 | |
| KgCoOpfew-shot settings=averaged over 16, 8, 4, 2, 1, random seeds=32024.05 | 12.98 | 6.81 | -6.17 | 20.58 | 7.32 | -13.26 | |
| ProGradfew-shot settings=averaged over 16, 8, 4, 2, 1, random seeds=32024.05 | 19.14 | 10.37 | -8.77 | 27.6 | 12.33 | -15.28 | |
| CoOpfew-shot settings=averaged over 16, 8, 4, 2, 1, random seeds=32024.05 | 19.44 | 10.06 | -9.38 | 26.66 | 11.6 | -15.06 | |
| LoCoOpfew-shot settings=averaged over 16, 8, 4, 2, 1, random seeds=32024.05 | 29.82 | 3.76 | -26.06 | 64.29 | 7.8 | -56.49 |