Far Out-of-Distribution Detection on Texture
18.3FPR95KgCoOp
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| KgCoOpScoring Function=MaxLogit, Variant=CLS-M2024.05 | 18.3 | -14.76 | |
| LoCoOpScoring Function=MaxLogit, Variant=CLS-M2024.05 | 19.69 | -20.25 | |
| IVLPScoring Function=MaxLogit, Variant=CLS-M2024.05 | 20.25 | -13.18 | |
| KgCoOpScoring Function=Energy, Variant=CLS-E2024.05 | 22.26 | -23.79 | |
| CoCoOpScoring Function=MaxLogit, Variant=CLS-M2024.05 | 23.14 | -2.96 | |
| IVLPScoring Function=Energy, Variant=CLS-E2024.05 | 24.4 | -19.4 | |
| CoCoOpScoring Function=MaxLogit, Variant=Original2024.05 | 26.11 | — | |
| PromptSRCScoring Function=MaxLogit, Variant=CLS-M2024.05 | 26.9 | -10.61 | |
| ProGradScoring Function=MaxLogit, Variant=CLS-M2024.05 | 28.67 | -13.64 | |
| CoCoOpScoring Function=Energy, Variant=CLS-E2024.05 | 29.31 | -7.37 | |
| MaPLeScoring Function=MaxLogit, Variant=CLS-M2024.05 | 29.43 | -5.77 | |
| CoOpScoring Function=MaxLogit, Variant=CLS-M2024.05 | 31.39 | -3.63 | |
| LoCoOpScoring Function=Energy, Variant=CLS-E2024.05 | 32.19 | -35.87 | |
| KgCoOpScoring Function=MaxLogit, Variant=Original2024.05 | 33.06 | — | |
| IVLPScoring Function=MaxLogit, Variant=Original2024.05 | 33.43 | — | |
| CoOpScoring Function=MaxLogit, Variant=Original2024.05 | 35.02 | — | |
| MaPLeScoring Function=MaxLogit, Variant=Original2024.05 | 35.2 | — | |
| PromptSRCScoring Function=Energy, Variant=CLS-E2024.05 | 36.4 | -16.19 | |
| CoCoOpScoring Function=Energy, Variant=Original2024.05 | 36.68 | — | |
| ProGradScoring Function=Energy, Variant=CLS-E2024.05 | 36.97 | -17.3 | |
| CoOpScoring Function=Energy, Variant=CLS-E2024.05 | 37.32 | -5.72 | |
| PromptSRCScoring Function=MaxLogit, Variant=Original2024.05 | 37.51 | — | |
| LoCoOpScoring Function=MaxLogit, Variant=Original2024.05 | 39.95 | — | |
| MaPLeScoring Function=Energy, Variant=CLS-E2024.05 | 40.47 | -7.36 | |
| ProGradScoring Function=MaxLogit, Variant=Original2024.05 | 42.31 | — | |
| CoOpScoring Function=Energy, Variant=Original2024.05 | 43.04 | — | |
| IVLPScoring Function=Energy, Variant=Original2024.05 | 43.8 | — | |
| KgCoOpScoring Function=Energy, Variant=Original2024.05 | 46.06 | — | |
| MaPLeScoring Function=Energy, Variant=Original2024.05 | 47.83 | — | |
| PromptSRCScoring Function=Energy, Variant=Original2024.05 | 52.59 | — | |
| ProGradScoring Function=Energy, Variant=Original2024.05 | 54.27 | — | |
| LoCoOpScoring Function=Energy, Variant=Original2024.05 | 68.07 | — |