Far OOD detection on Texture
96.3AUROCKgCoOp
Evaluation results
| Method | Links | ||
|---|---|---|---|
| KgCoOpScoring Function=MaxLogit, Variation=CLS-M2024.05 | 96.3 | 2.71 | |
| LoCoOpScoring Function=MaxLogit, Variation=CLS-M2024.05 | 96.16 | 2.98 | |
| KgCoOpScoring Function=Energy, Variation=CLS-E2024.05 | 95.9 | 3.86 | |
| IVLPScoring Function=MaxLogit, Variation=CLS-M2024.05 | 95.49 | 2.17 | |
| CoCoOpScoring Function=MaxLogit, Variation=CLS-M2024.05 | 95.29 | 0.5 | |
| IVLPScoring Function=Energy, Variation=CLS-E2024.05 | 94.9 | 3.12 | |
| LoCoOpScoring Function=Energy, Variation=CLS-E2024.05 | 94.82 | 5.02 | |
| LoCoOpScoring Function=Energy, Score Variant=CLS-E2024.05 | 94.82 | 5.02 | |
| CoCoOpScoring Function=MaxLogit, Variation=Original2024.05 | 94.79 | — | |
| PromptSRCScoring Function=MaxLogit, Variation=CLS-M2024.05 | 94.52 | 1.83 | |
| CoCoOpScoring Function=Energy, Variation=CLS-E2024.05 | 94.51 | 0.79 | |
| ProGradScoring Function=MaxLogit, Variation=CLS-M2024.05 | 94.22 | 2.86 | |
| MaPLeScoring Function=MaxLogit, Variation=CLS-M2024.05 | 93.89 | 0.52 | |
| CoOpScoring Function=MaxLogit, Variation=CLS-M2024.05 | 93.74 | 0.36 | |
| CoOpScoring Function=MaxLogit, Score Variant=CLS-M2024.05 | 93.74 | 0.36 | |
| CoCoOpScoring Function=Energy, Variation=Original2024.05 | 93.72 | — | |
| KgCoOpScoring Function=MaxLogit, Variation=Original2024.05 | 93.59 | — | |
| PromptSRCScoring Function=Energy, Variation=CLS-E2024.05 | 93.52 | 2.58 | |
| CoOpScoring Function=MaxLogit, Variation=Original2024.05 | 93.38 | — | |
| ProGradScoring Function=Energy, Variation=CLS-E2024.05 | 93.37 | 3.65 | |
| MaPLeScoring Function=MaxLogit, Variation=Original2024.05 | 93.36 | — | |
| IVLPScoring Function=MaxLogit, Variation=Original2024.05 | 93.32 | — | |
| LoCoOpScoring Function=MaxLogit, Variation=Original2024.05 | 93.18 | — | |
| CoOpScoring Function=Energy, Variation=CLS-E2024.05 | 93.07 | 0.56 | |
| PromptSRCScoring Function=MaxLogit, Variation=Original2024.05 | 92.69 | — | |
| MaPLeScoring Function=Energy, Variation=CLS-E2024.05 | 92.64 | 0.91 | |
| CoOpScoring Function=Energy, Variation=Original2024.05 | 92.51 | — | |
| KgCoOpScoring Function=Energy, Variation=Original2024.05 | 92.03 | — | |
| IVLPScoring Function=Energy, Variation=Original2024.05 | 91.78 | — | |
| MaPLeScoring Function=Energy, Variation=Original2024.05 | 91.73 | — | |
| ProGradScoring Function=MaxLogit, Variation=Original2024.05 | 91.36 | — | |
| PromptSRCScoring Function=Energy, Variation=Original2024.05 | 90.94 | — | |
| LoCoOpScoring Function=Energy, Variation=Original2024.05 | 89.8 | — | |
| ProGradScoring Function=Energy, Variation=Original2024.05 | 89.72 | — |