Far OOD Detection on Places
97.1AUROCLoCoOp
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LoCoOpScoring Function=MaxLogit, Score Variant=CLS-M, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 97.1 | 2.43 | |
| KgCoOpScoring Function=MaxLogit, Score Variant=CLS-M, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 96.91 | 0.24 | |
| CoCoOpScoring Function=MaxLogit, Score Variant=Original, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 96.9 | — | |
| CoCoOpScoring Function=MaxLogit, Score Variant=CLS-M, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 96.79 | -0.11 | |
| CoOpScoring Function=MaxLogit, Score Variant=CLS-M, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 96.78 | 0.56 | |
| KgCoOpScoring Function=Energy, Score Variant=CLS-E, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 96.74 | 0.62 | |
| KgCoOpScoring Function=MaxLogit, Score Variant=Original, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 96.67 | — | |
| CoOpScoring Function=Energy, Score Variant=CLS-E, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 96.65 | 0.85 | |
| MaPLeScoring Function=MaxLogit, Score Variant=Original, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 96.61 | — | |
| PromptSRCScoring Function=MaxLogit, Score Variant=CLS-M, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 96.59 | 0.05 | |
| PromptSRCScoring Function=MaxLogit, Score Variant=Original, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 96.54 | — | |
| MaPLeScoring Function=MaxLogit, Score Variant=CLS-M, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 96.52 | -0.09 | |
| CoCoOpScoring Function=Energy, Score Variant=CLS-E, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 96.51 | 0.01 | |
| CoCoOpScoring Function=Energy, Score Variant=Original, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 96.5 | — | |
| LoCoOpScoring Function=Energy, Score Variant=CLS-E, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 96.45 | 4.86 | |
| CoOpScoring Function=MaxLogit, Score Variant=Original, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 96.22 | — | |
| PromptSRCScoring Function=Energy, Score Variant=CLS-E, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 96.2 | 0.21 | |
| KgCoOpScoring Function=Energy, Score Variant=Original, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 96.12 | — | |
| MaPLeScoring Function=Energy, Score Variant=CLS-E, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 96.11 | 0.11 | |
| ProGradScoring Function=MaxLogit, Score Variant=CLS-M, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 96.05 | 0.84 | |
| IVLPScoring Function=MaxLogit, Score Variant=CLS-M, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 96.01 | 0.22 | |
| MaPLeScoring Function=Energy, Score Variant=Original, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 96 | — | |
| PromptSRCScoring Function=Energy, Score Variant=Original, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 96 | — | |
| CoOpScoring Function=Energy, Score Variant=Original, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 95.8 | — | |
| IVLPScoring Function=MaxLogit, Score Variant=Original, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 95.79 | — | |
| IVLPScoring Function=Energy, Score Variant=CLS-E, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 95.77 | 0.6 | |
| ProGradScoring Function=Energy, Score Variant=CLS-E, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 95.76 | 1.25 | |
| ProGradScoring Function=MaxLogit, Score Variant=Original, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 95.21 | — | |
| IVLPScoring Function=Energy, Score Variant=Original, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 95.18 | — | |
| LoCoOpScoring Function=MaxLogit, Score Variant=Original, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 94.67 | — | |
| ProGradScoring Function=Energy, Score Variant=Original, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 94.52 | — | |
| LoCoOpScoring Function=Energy, Score Variant=Original, Few-shot shots=Averaged (1, 2, 4, 8, 16)2024.05 | 91.59 | — |