Out-of-Distribution Detection on Average (P'_1, P'_2, P'_3)
0.2024FPR@95FFTEnergy
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FFTEnergyEvaluation Protocol=Single-modal Fine-tuning (SMFT)2025.03 | 0.2024 | 0.9411 | 0.8474 | |
| CMANegLabelEvaluation Protocol=Multi-modal Fine-tuning (MMFT)2025.03 | 0.2044 | 0.9463 | 0.8555 | |
| FLYPNegLabelEvaluation Protocol=Multi-modal Fine-tuning (MMFT)2025.03 | 0.2115 | 0.9356 | 0.853 | |
| FFTODINEvaluation Protocol=Single-modal Fine-tuning (SMFT)2025.03 | 0.2237 | 0.9421 | 0.8474 | |
| NegLabelEvaluation Protocol=Zero-Shot (ZS)2025.03 | 0.2459 | 0.9199 | 0.7343 | |
| CoOpNegLabelEvaluation Protocol=Prompt-Learning2025.03 | 0.2559 | 0.917 | 0.751 | |
| LoCoOpNegLabelEvaluation Protocol=Prompt-Learning2025.03 | 0.2876 | 0.9037 | 0.7495 | |
| CMAMCMEvaluation Protocol=Multi-modal Fine-tuning (MMFT)2025.03 | 0.3116 | 0.9251 | 0.8555 | |
| FLYPMCMEvaluation Protocol=Multi-modal Fine-tuning (MMFT)2025.03 | 0.3129 | 0.9174 | 0.853 | |
| FFTMSPEvaluation Protocol=Single-modal Fine-tuning (SMFT)2025.03 | 0.4569 | 0.8998 | 0.8474 | |
| LoCoOpMCMEvaluation Protocol=Prompt-Learning2025.03 | 0.4589 | 0.8759 | 0.7495 | |
| CoOpMCMEvaluation Protocol=Prompt-Learning2025.03 | 0.4688 | 0.8743 | 0.751 | |
| MCMEvaluation Protocol=Zero-Shot (ZS)2025.03 | 0.4863 | 0.8724 | 0.7343 |