Far Out-of-Distribution Detection on SUN
3.76FPR@95LoCoOp
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LoCoOpScoring Function=MaxLogit, Variant=CLS-M2024.05 | 3.76 | -26.06 | |
| MaPLeScoring Function=MaxLogit, Variant=CLS-M2024.05 | 5.91 | -3.76 | |
| CoCoOpScoring Function=MaxLogit, Variant=CLS-M2024.05 | 6.39 | -1.98 | |
| KgCoOpScoring Function=MaxLogit, Variant=CLS-M2024.05 | 6.81 | -6.17 | |
| CoCoOpScoring Function=Energy, Variant=CLS-E2024.05 | 7.18 | -4.46 | |
| KgCoOpScoring Function=Energy, Variant=CLS-E2024.05 | 7.32 | -13.26 | |
| MaPLeScoring Function=Energy, Variant=CLS-E2024.05 | 7.69 | -7.4 | |
| LoCoOpScoring Function=Energy, Variant=CLS-E2024.05 | 7.8 | -56.49 | |
| IVLPScoring Function=MaxLogit, Variant=CLS-M2024.05 | 7.92 | -2.86 | |
| CoCoOpScoring Function=MaxLogit, Variant=Original2024.05 | 8.37 | — | |
| PromptSRCScoring Function=MaxLogit, Variant=CLS-M2024.05 | 8.37 | -3.11 | |
| IVLPScoring Function=Energy, Variant=CLS-E2024.05 | 9.35 | -6.5 | |
| MaPLeScoring Function=MaxLogit, Variant=Original2024.05 | 9.67 | — | |
| CoOpScoring Function=MaxLogit, Variant=CLS-M2024.05 | 10.06 | -9.38 | |
| ProGradScoring Function=MaxLogit, Variant=CLS-M2024.05 | 10.37 | -8.77 | |
| IVLPScoring Function=MaxLogit, Variant=Original2024.05 | 10.77 | — | |
| PromptSRCScoring Function=Energy, Variant=CLS-E2024.05 | 11.28 | -6.08 | |
| PromptSRCScoring Function=MaxLogit, Variant=Original2024.05 | 11.48 | — | |
| CoOpScoring Function=Energy, Variant=CLS-E2024.05 | 11.6 | -15.06 | |
| CoCoOpScoring Function=Energy, Variant=Original2024.05 | 11.64 | — | |
| ProGradScoring Function=Energy, Variant=CLS-E2024.05 | 12.33 | -15.28 | |
| KgCoOpScoring Function=MaxLogit, Variant=Original2024.05 | 12.98 | — | |
| MaPLeScoring Function=Energy, Variant=Original2024.05 | 15.09 | — | |
| IVLPScoring Function=Energy, Variant=Original2024.05 | 15.85 | — | |
| PromptSRCScoring Function=Energy, Variant=Original2024.05 | 17.35 | — | |
| ProGradScoring Function=MaxLogit, Variant=Original2024.05 | 19.14 | — | |
| CoOpScoring Function=MaxLogit, Variant=Original2024.05 | 19.44 | — | |
| KgCoOpScoring Function=Energy, Variant=Original2024.05 | 20.58 | — | |
| CoOpScoring Function=Energy, Variant=Original2024.05 | 26.66 | — | |
| ProGradScoring Function=Energy, Variant=Original2024.05 | 27.6 | — | |
| LoCoOpScoring Function=MaxLogit, Variant=Original2024.05 | 29.82 | — | |
| LoCoOpScoring Function=Energy, Variant=Original2024.05 | 64.29 | — |