Out-of-Distribution Detection on P'_2
18.07FPR@95CMANegLabel
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CMANegLabelEvaluation Protocol=Multi-modal Fine-tuning (MMFT)2025.03 | 18.07 | 94.76 | |
| FFTEnergyEvaluation Protocol=Single-modal Fine-tuning (SMFT)2025.03 | 18.19 | 94.52 | |
| FLYPNegLabelEvaluation Protocol=Multi-modal Fine-tuning (MMFT)2025.03 | 19.35 | 94.45 | |
| NegLabelEvaluation Protocol=Zero-Shot (ZS)2025.03 | 24.09 | 93.34 | |
| LoCoOpNegLabelEvaluation Protocol=Prompt-Learning2025.03 | 25.25 | 91.85 | |
| FFTODINEvaluation Protocol=Single-modal Fine-tuning (SMFT)2025.03 | 25.88 | 93.78 | |
| CoOpNegLabelEvaluation Protocol=Prompt-Learning2025.03 | 26.75 | 91.65 | |
| FLYPMCMEvaluation Protocol=Multi-modal Fine-tuning (MMFT)2025.03 | 42.67 | 89.94 | |
| CMAMCMEvaluation Protocol=Multi-modal Fine-tuning (MMFT)2025.03 | 43.02 | 89.95 | |
| FFTMSPEvaluation Protocol=Single-modal Fine-tuning (SMFT)2025.03 | 61.44 | 87.04 | |
| LoCoOpMCMEvaluation Protocol=Prompt-Learning2025.03 | 62.95 | 84.7 | |
| CoOpMCMEvaluation Protocol=Prompt-Learning2025.03 | 63.03 | 84.75 | |
| MCMEvaluation Protocol=Zero-Shot (ZS)2025.03 | 64.3 | 85.34 |