Out-of-Distribution Detection on P'_3
38FPR@95FFTODIN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FFTODINEvaluation Protocol=Single-modal Fine-tuning (SMFT)2025.03 | 38 | 89.55 | |
| FFTEnergyEvaluation Protocol=Single-modal Fine-tuning (SMFT)2025.03 | 39.92 | 88.4 | |
| CMANegLabelEvaluation Protocol=Multi-modal Fine-tuning (MMFT)2025.03 | 40.97 | 89.71 | |
| CMAMCMEvaluation Protocol=Multi-modal Fine-tuning (MMFT)2025.03 | 41.26 | 89.43 | |
| FLYPNegLabelEvaluation Protocol=Multi-modal Fine-tuning (MMFT)2025.03 | 41.76 | 86.79 | |
| FLYPMCMEvaluation Protocol=Multi-modal Fine-tuning (MMFT)2025.03 | 42.05 | 87.11 | |
| NegLabelEvaluation Protocol=Zero-Shot (ZS)2025.03 | 48.5 | 82.9 | |
| CoOpNegLabelEvaluation Protocol=Prompt-Learning2025.03 | 48.82 | 83.72 | |
| LoCoOpMCMEvaluation Protocol=Prompt-Learning2025.03 | 52.25 | 83.2 | |
| MCMEvaluation Protocol=Zero-Shot (ZS)2025.03 | 52.41 | 83.32 | |
| CoOpMCMEvaluation Protocol=Prompt-Learning2025.03 | 52.78 | 83.64 | |
| FFTMSPEvaluation Protocol=Single-modal Fine-tuning (SMFT)2025.03 | 56.46 | 93.78 | |
| LoCoOpNegLabelEvaluation Protocol=Prompt-Learning2025.03 | 60.13 | 79.47 |