Out-of-Distribution Detection on OpenOOD Textures v1.5
0.2955FPR@95CMA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CMAEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=NegLabel2025.03 | 0.2955 | 0.9321 | |
| m^2-mixEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=NegLabel2025.03 | 0.3248 | 0.9233 | |
| FLYPEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=MCM2025.03 | 0.3748 | 0.9042 | |
| FLYPEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=NegLabel2025.03 | 0.3777 | 0.9104 | |
| LoCoOpEvaluation Protocol=Prompt Learning (PL), Score Function=MCM2025.03 | 0.3789 | 0.9227 | |
| CoOpEvaluation Protocol=Prompt Learning (PL), Score Function=MCM2025.03 | 0.3838 | 0.9192 | |
| CMAEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=MCM2025.03 | 0.4147 | 0.9118 | |
| CoOpEvaluation Protocol=Prompt Learning (PL), Score Function=NegLabel2025.03 | 0.4274 | 0.9028 | |
| m^2-mixEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=MCM2025.03 | 0.431 | 0.9085 | |
| LoCoOpEvaluation Protocol=Prompt Learning (PL), Score Function=NegLabel2025.03 | 0.4387 | 0.9059 | |
| NegLabelEvaluation Protocol=Zero-Shot (ZS), Score Function=NegLabel2025.03 | 0.4498 | 0.9056 | |
| FFTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=ODIN2025.03 | 0.4988 | 0.8753 | |
| LPEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=ODIN2025.03 | 0.5064 | 0.8868 | |
| LP-FTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=ODIN2025.03 | 0.5085 | 0.8634 | |
| LP-FTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=Energy2025.03 | 0.5184 | 0.8604 | |
| FFTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=Energy2025.03 | 0.5297 | 0.8641 | |
| MCMEvaluation Protocol=Zero-Shot (ZS), Score Function=MCM2025.03 | 0.5562 | 0.8711 | |
| LPEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=MSP2025.03 | 0.6002 | 0.8411 | |
| LP-FTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=MSP2025.03 | 0.6324 | 0.8149 | |
| FFTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=MSP2025.03 | 0.6874 | 0.8046 | |
| LPEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=Energy2025.03 | 0.7384 | 0.806 |