Far OOD detection on SUN (test)
98.17AUROC (Original)CoCoOp
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CoCoOpScoring Function=MaxLogit, Variant=Original2024.05 | 98.17 | — | — | |
| MaPLeScoring Function=MaxLogit, Variant=Original2024.05 | 97.91 | — | — | |
| CoCoOpScoring Function=Energy, Variant=Original2024.05 | 97.64 | — | — | |
| PromptSRCScoring Function=MaxLogit, Variant=Original2024.05 | 97.63 | — | — | |
| IVLPScoring Function=MaxLogit, Variant=Original2024.05 | 97.61 | — | — | |
| KgCoOpScoring Function=MaxLogit, Variant=Original2024.05 | 97.5 | — | — | |
| MaPLeScoring Function=Energy, Variant=Original2024.05 | 97.13 | — | — | |
| IVLPScoring Function=Energy, Variant=Original2024.05 | 96.98 | — | — | |
| PromptSRCScoring Function=Energy, Variant=Original2024.05 | 96.88 | — | — | |
| KgCoOpScoring Function=Energy, Variant=Original2024.05 | 96.61 | — | — | |
| ProGradScoring Function=MaxLogit, Variant=Original2024.05 | 96.51 | — | — | |
| CoOpScoring Function=MaxLogit, Variant=Original2024.05 | 96.49 | — | — | |
| CoOpScoring Function=Energy, Variant=Original2024.05 | 95.69 | — | — | |
| ProGradScoring Function=Energy, Variant=Original2024.05 | 95.6 | — | — | |
| LoCoOpScoring Function=MaxLogit, Variant=Original2024.05 | 95.38 | — | — | |
| LoCoOpScoring Function=Energy, Variant=Original2024.05 | 90.79 | — | — | |
| CoCoOpScoring Function=MaxLogit, Variant=CLS-M2024.05 | — | 98.47 | 0.3 | |
| CoCoOpScoring Function=Energy, Variant=CLS-E2024.05 | — | 98.21 | 0.57 | |
| CoOpScoring Function=MaxLogit, Variant=CLS-M2024.05 | — | 97.88 | 1.39 | |
| CoOpScoring Function=Energy, Variant=CLS-E2024.05 | — | 97.62 | 1.93 | |
| IVLPScoring Function=MaxLogit, Variant=CLS-M2024.05 | — | 98.2 | 0.58 | |
| IVLPScoring Function=Energy, Variant=CLS-E2024.05 | — | 97.97 | 0.99 | |
| KgCoOpScoring Function=MaxLogit, Variant=CLS-M2024.05 | — | 98.47 | 0.96 | |
| KgCoOpScoring Function=Energy, Variant=CLS-E2024.05 | — | 98.29 | 1.68 | |
| LoCoOpScoring Function=MaxLogit, Variant=CLS-M2024.05 | — | 98.94 | 3.56 | |
| LoCoOpScoring Function=Energy, Variant=CLS-E2024.05 | — | 98.2 | 7.4 | |
| MaPLeScoring Function=MaxLogit, Variant=CLS-M2024.05 | — | 98.54 | 0.63 | |
| MaPLeScoring Function=Energy, Variant=CLS-E2024.05 | — | 98.21 | 1.07 | |
| ProGradScoring Function=MaxLogit, Variant=CLS-M2024.05 | — | 97.73 | 1.22 | |
| ProGradScoring Function=Energy, Variant=CLS-E2024.05 | — | 97.35 | 1.75 | |
| PromptSRCScoring Function=MaxLogit, Variant=CLS-M2024.05 | — | 98.11 | 0.48 | |
| PromptSRCScoring Function=Energy, Variant=CLS-E2024.05 | — | 97.64 | 0.76 |