Out-of-Distribution Detection on P'_1
0.009FPR@95LoCoOpNegLabel
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LoCoOpNegLabelEvaluation Protocol=Prompt-Learning2025.03 | 0.009 | 0.9978 | |
| NegLabelEvaluation Protocol=Zero-Shot (ZS)2025.03 | 0.0117 | 0.9974 | |
| CoOpNegLabelEvaluation Protocol=Prompt-Learning2025.03 | 0.012 | 0.9973 | |
| CMANegLabelEvaluation Protocol=Multi-modal Fine-tuning (MMFT)2025.03 | 0.0229 | 0.9942 | |
| FLYPNegLabelEvaluation Protocol=Multi-modal Fine-tuning (MMFT)2025.03 | 0.0233 | 0.9942 | |
| FFTEnergyEvaluation Protocol=Single-modal Fine-tuning (SMFT)2025.03 | 0.026 | 0.9941 | |
| FFTODINEvaluation Protocol=Single-modal Fine-tuning (SMFT)2025.03 | 0.0324 | 0.993 | |
| FLYPMCMEvaluation Protocol=Multi-modal Fine-tuning (MMFT)2025.03 | 0.0914 | 0.9816 | |
| CMAMCMEvaluation Protocol=Multi-modal Fine-tuning (MMFT)2025.03 | 0.0921 | 0.9816 | |
| FFTMSPEvaluation Protocol=Single-modal Fine-tuning (SMFT)2025.03 | 0.1918 | 0.9545 | |
| LoCoOpMCMEvaluation Protocol=Prompt-Learning2025.03 | 0.2247 | 0.9487 | |
| CoOpMCMEvaluation Protocol=Prompt-Learning2025.03 | 0.2483 | 0.9391 | |
| MCMEvaluation Protocol=Zero-Shot (ZS)2025.03 | 0.2918 | 0.9307 |