Out-of-distribution detection on OpenOOD SSB-hard v1.5
54.21FPR@95FFT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FFTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=Energy2025.03 | 54.21 | 85.91 | |
| CMAEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=NegLabel2025.03 | 62.8 | 81.71 | |
| FFTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=ODIN2025.03 | 65.15 | 82.94 | |
| m^2-mixEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=NegLabel2025.03 | 66.57 | 79.72 | |
| FLYPEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=NegLabel2025.03 | 67.56 | 80.59 | |
| CoOpEvaluation Protocol=Prompt Learning (PL), Score Function=NegLabel2025.03 | 68.2 | 78.72 | |
| LP-FTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=ODIN2025.03 | 73.52 | 77.83 | |
| FLYPEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=MCM2025.03 | 73.89 | 75.13 | |
| LP-FTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=Energy2025.03 | 75.81 | 76.48 | |
| LoCoOpEvaluation Protocol=Prompt Learning (PL), Score Function=NegLabel2025.03 | 76.03 | 74.42 | |
| m^2-mixEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=MCM2025.03 | 77.63 | 77.78 | |
| CMAEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=MCM2025.03 | 78.28 | 74.95 | |
| LP-FTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=MSP2025.03 | 80.02 | 72.56 | |
| FFTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=MSP2025.03 | 81 | 72.77 | |
| NegLabelEvaluation Protocol=Zero-Shot (ZS), Score Function=NegLabel2025.03 | 81.87 | 71.32 | |
| LPEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=ODIN2025.03 | 85.15 | 71.79 | |
| LPEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=MSP2025.03 | 85.77 | 68.15 | |
| CoOpEvaluation Protocol=Prompt Learning (PL), Score Function=MCM2025.03 | 86.1 | 67.72 | |
| LoCoOpEvaluation Protocol=Prompt Learning (PL), Score Function=MCM2025.03 | 87.38 | 66.23 | |
| LPEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=Energy2025.03 | 87.93 | 68.8 | |
| MCMEvaluation Protocol=Zero-Shot (ZS), Score Function=MCM2025.03 | 88.32 | 65.05 |