Out-of-distribution detection on OpenOOD Near-OoD average v1.5
0.8654AUROCFFT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FFTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=Energy2025.03 | 0.8654 | 0.5484 | |
| FFTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=ODIN2025.03 | 0.8505 | 0.6093 | |
| CMAEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=NegLabel2025.03 | 0.8446 | 0.5625 | |
| LAPTEvaluation Protocol=Zero-shot2026.01 | 0.8263 | 58.94 | |
| m^2-mixEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=NegLabel2025.03 | 0.8232 | 0.6035 | |
| AugMix + ASHEvaluation Protocol=Zero-shot2026.01 | 0.8216 | — | |
| Mambo + FoBoRshots=16-shot, FoBoR integration=true2026.01 | 0.8197 | 0.5478 | |
| FLYPEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=NegLabel2025.03 | 0.8196 | 0.6366 | |
| Mamboshots=16-shot, FoBoR integration=false2026.01 | 0.8164 | 0.5594 | |
| CoOpEvaluation Protocol=Prompt Learning (PL), Score Function=NegLabel2025.03 | 0.8146 | 0.6296 | |
| LoCoOp + FoBoRshots=16-shot, FoBoR integration=true2026.01 | 0.8138 | 0.5546 | |
| SCALEEvaluation Protocol=Zero-shot2026.01 | 0.8136 | — | |
| SCT + FoBoRshots=16-shot, FoBoR integration=true2026.01 | 0.8113 | 0.5649 | |
| SCTshots=16-shot, FoBoR integration=false2026.01 | 0.8107 | 0.5693 | |
| LoCoOpshots=16-shot, FoBoR integration=false2026.01 | 0.81 | 0.575 | |
| m^2-mixEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=MCM2025.03 | 0.806 | 0.719 | |
| LP-FTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=ODIN2025.03 | 0.801 | 0.6882 | |
| RMDSEvaluation Protocol=Zero-shot2026.01 | 0.8009 | — | |
| AugMix + ReActEvaluation Protocol=Zero-shot2026.01 | 0.7994 | — | |
| LP-FTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=Energy2025.03 | 0.7927 | 0.7044 | |
| GENEvaluation Protocol=Zero-shot2026.01 | 0.7897 | — | |
| CMAEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=MCM2025.03 | 0.7856 | 0.7196 | |
| LoCoOpEvaluation Protocol=Prompt Learning (PL), Score Function=NegLabel2025.03 | 0.7769 | 0.7127 | |
| FLYPEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=MCM2025.03 | 0.7753 | 0.6789 | |
| FFTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=MSP2025.03 | 0.7716 | 0.7521 | |
| LPEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=ODIN2025.03 | 0.7685 | 0.8012 | |
| AdaNegEvaluation Protocol=Zero-shot2026.01 | 0.767 | 67.51 | |
| LP-FTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=MSP2025.03 | 0.7667 | 0.7459 | |
| CoEvoNegLabelEvaluation Protocol=Zero-shot2026.01 | 0.7537 | 64.64 | |
| NegLabelEvaluation Protocol=Zero-shot2026.01 | 0.7518 | 69.45 | |
| CSPEvaluation Protocol=Zero-shot2026.01 | 0.7488 | 73.14 | |
| CoEvoCSPEvaluation Protocol=Zero-shot2026.01 | 0.7465 | 66.88 | |
| NegLabelEvaluation Protocol=Zero-Shot (ZS), Score Function=NegLabel2025.03 | 0.7421 | 0.7585 | |
| LPEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=MSP2025.03 | 0.7389 | 0.7986 | |
| LPEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=Energy2025.03 | 0.7347 | 0.8367 | |
| CoOpEvaluation Protocol=Prompt Learning (PL), Score Function=MCM2025.03 | 0.7116 | 0.8167 | |
| LoCoOpEvaluation Protocol=Prompt Learning (PL), Score Function=MCM2025.03 | 0.6984 | 0.8221 | |
| MCMEvaluation Protocol=Zero-Shot (ZS), Score Function=MCM2025.03 | 0.6974 | 0.8378 | |
| MCMEvaluation Protocol=Zero-shot2026.01 | 0.6011 | 79.02 |