Out-of-distribution detection on OpenOOD iNaturalist v1.5
1.65FPR95CMA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CMAEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=NegLabel2025.03 | 1.65 | 99.62 | |
| NegLabelEvaluation Protocol=Zero-Shot (ZS), Score Function=NegLabel2025.03 | 2.32 | 99.36 | |
| m^2-mixEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=NegLabel2025.03 | 2.34 | 99.43 | |
| FLYPEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=NegLabel2025.03 | 3.14 | 99.31 | |
| LoCoOpEvaluation Protocol=Prompt Learning (PL), Score Function=NegLabel2025.03 | 3.7 | 99.16 | |
| CoOpEvaluation Protocol=Prompt Learning (PL), Score Function=NegLabel2025.03 | 4.96 | 98.9 | |
| FFTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=ODIN2025.03 | 19.06 | 96.37 | |
| m^2-mixEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=MCM2025.03 | 22.94 | 95.8 | |
| LoCoOpEvaluation Protocol=Prompt Learning (PL), Score Function=MCM2025.03 | 22.98 | 95.48 | |
| CMAEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=MCM2025.03 | 23.03 | 95.65 | |
| FFTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=Energy2025.03 | 24.55 | 95.62 | |
| FLYPEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=MCM2025.03 | 24.73 | 94.36 | |
| CoOpEvaluation Protocol=Prompt Learning (PL), Score Function=MCM2025.03 | 26.31 | 94.5 | |
| LP-FTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=ODIN2025.03 | 27.34 | 94.28 | |
| LPEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=ODIN2025.03 | 28.45 | 94.92 | |
| LP-FTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=Energy2025.03 | 29.22 | 93.93 | |
| LPEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=Energy2025.03 | 31.09 | 94.48 | |
| MCMEvaluation Protocol=Zero-Shot (ZS), Score Function=MCM2025.03 | 32.25 | 94.41 | |
| LPEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=MSP2025.03 | 41.37 | 90.9 | |
| LP-FTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=MSP2025.03 | 43.96 | 89.82 | |
| FFTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=MSP2025.03 | 51.66 | 87.85 |