Far OOD detection on iNaturalist (test)
98.49AUROCKgCoOp
Evaluation Results
| Method | Links | |
|---|---|---|
| KgCoOpScoring Function=MaxLogit, Scoring Variant=CLS-M2024.05 | 98.49 | |
| LoCoOpScoring Function=MaxLogit, Scoring Variant=CLS-M2024.05 | 98.46 | |
| KgCoOpScoring Function=Energy, Scoring Variant=CLS-E2024.05 | 98 | |
| IVLPScoring Function=MaxLogit, Scoring Variant=CLS-M2024.05 | 97.88 | |
| CoCoOpScoring Function=MaxLogit, Scoring Variant=CLS-M2024.05 | 97.65 | |
| MaPLeScoring Function=MaxLogit, Scoring Variant=CLS-M2024.05 | 97.6 | |
| CoOpScoring Function=MaxLogit, Scoring Variant=CLS-M2024.05 | 97.23 | |
| LoCoOpScoring Function=Energy, Scoring Variant=CLS-E2024.05 | 97.08 | |
| KgCoOpScoring Function=MaxLogit, Scoring Variant=Original2024.05 | 97.05 | |
| CoCoOpScoring Function=MaxLogit, Scoring Variant=Original2024.05 | 97.02 | |
| IVLPScoring Function=Energy, Scoring Variant=CLS-E2024.05 | 96.89 | |
| PromptSRCScoring Function=MaxLogit, Scoring Variant=CLS-M2024.05 | 96.76 | |
| CoCoOpScoring Function=Energy, Scoring Variant=CLS-E2024.05 | 96.58 | |
| PromptSRCScoring Function=MaxLogit, Scoring Variant=Original2024.05 | 96.37 | |
| CoOpScoring Function=Energy, Scoring Variant=CLS-E2024.05 | 96.28 | |
| MaPLeScoring Function=Energy, Scoring Variant=CLS-E2024.05 | 96.25 | |
| ProGradScoring Function=MaxLogit, Scoring Variant=CLS-M2024.05 | 96.04 | |
| IVLPScoring Function=MaxLogit, Scoring Variant=Original2024.05 | 95.98 | |
| MaPLeScoring Function=MaxLogit, Scoring Variant=Original2024.05 | 95.8 | |
| CoCoOpScoring Function=Energy, Scoring Variant=Original2024.05 | 95.61 | |
| KgCoOpScoring Function=Energy, Scoring Variant=Original2024.05 | 95.61 | |
| PromptSRCScoring Function=Energy, Scoring Variant=CLS-E2024.05 | 95.01 | |
| ProGradScoring Function=Energy, Scoring Variant=CLS-E2024.05 | 94.73 | |
| CoOpScoring Function=MaxLogit, Scoring Variant=Original2024.05 | 94.58 | |
| PromptSRCScoring Function=Energy, Scoring Variant=Original2024.05 | 94.41 | |
| IVLPScoring Function=Energy, Scoring Variant=Original2024.05 | 93.74 | |
| MaPLeScoring Function=Energy, Scoring Variant=Original2024.05 | 93.43 | |
| LoCoOpScoring Function=MaxLogit, Scoring Variant=Original2024.05 | 93.41 | |
| ProGradScoring Function=MaxLogit, Scoring Variant=Original2024.05 | 92.9 | |
| CoOpScoring Function=Energy, Scoring Variant=Original2024.05 | 92.66 | |
| ProGradScoring Function=Energy, Scoring Variant=Original2024.05 | 90.46 | |
| LoCoOpScoring Function=Energy, Scoring Variant=Original2024.05 | 87.11 |