Out-of-distribution detection on OpenOOD Far-OoD average v1.5
96.7AUROCCoEvoCSP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CoEvoCSPEvaluation Protocol=Zero-shot2026.01 | 96.7 | 14.47 | |
| SCALEEvaluation Protocol=Zero-shot2026.01 | 96.53 | — | |
| CoEvoNegLabelEvaluation Protocol=Zero-shot2026.01 | 96.5 | 15.24 | |
| CMAEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=NegLabel2025.03 | 96.47 | 15.29 | |
| AdaNegEvaluation Protocol=Zero-shot2026.01 | 96.43 | 17.31 | |
| AugMix + ASHEvaluation Protocol=Zero-shot2026.01 | 96.05 | — | |
| CSPEvaluation Protocol=Zero-shot2026.01 | 95.87 | 21.52 | |
| m^2-mixEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=NegLabel2025.03 | 95.8 | 17.54 | |
| FLYPEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=NegLabel2025.03 | 94.86 | 21.26 | |
| NegLabelEvaluation Protocol=Zero-shot2026.01 | 94.85 | 23.73 | |
| CoOpEvaluation Protocol=Prompt Learning (PL), Score Function=NegLabel2025.03 | 94.81 | 23.63 | |
| LoCoOpEvaluation Protocol=Prompt Learning (PL), Score Function=NegLabel2025.03 | 94.47 | 25.62 | |
| NegLabelEvaluation Protocol=Zero-Shot (ZS), Score Function=NegLabel2025.03 | 94.34 | 26.14 | |
| LAPTEvaluation Protocol=Zero-shot2026.01 | 94.26 | 24.86 | |
| CMAEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=MCM2025.03 | 93.72 | 31.25 | |
| AugMix + ReActEvaluation Protocol=Zero-shot2026.01 | 93.7 | — | |
| m^2-mixEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=MCM2025.03 | 93.64 | 31.89 | |
| LoCoOpEvaluation Protocol=Prompt Learning (PL), Score Function=MCM2025.03 | 93.28 | 32.77 | |
| Mambo + FoBoRshots=16-shot, FoBoR integration=true2026.01 | 93.04 | 29.08 | |
| FFTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=ODIN2025.03 | 92.91 | 31.37 | |
| Mamboshots=16-shot, FoBoR integration=false2026.01 | 92.88 | 29.62 | |
| CoOpEvaluation Protocol=Prompt Learning (PL), Score Function=MCM2025.03 | 92.83 | 34.11 | |
| FLYPEvaluation Protocol=Multi-modal Fine-tuning (MMFT), Score Function=MCM2025.03 | 92.66 | 30.62 | |
| RMDSEvaluation Protocol=Zero-shot2026.01 | 92.6 | — | |
| LoCoOp + FoBoRshots=16-shot, FoBoR integration=true2026.01 | 92.52 | 31.56 | |
| SCT + FoBoRshots=16-shot, FoBoR integration=true2026.01 | 92.18 | 30.93 | |
| LoCoOpshots=16-shot, FoBoR integration=false2026.01 | 92.1 | 33.47 | |
| FFTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=Energy2025.03 | 91.99 | 35.61 | |
| SCTshots=16-shot, FoBoR integration=false2026.01 | 91.99 | 31.41 | |
| LPEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=ODIN2025.03 | 91.82 | 40.34 | |
| LP-FTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=ODIN2025.03 | 91.22 | 37.01 | |
| GENEvaluation Protocol=Zero-shot2026.01 | 90.98 | — | |
| LP-FTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=Energy2025.03 | 90.94 | 38.47 | |
| MCMEvaluation Protocol=Zero-Shot (ZS), Score Function=MCM2025.03 | 90.92 | 44.07 | |
| LPEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=Energy2025.03 | 87.72 | 54.38 | |
| LPEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=MSP2025.03 | 87.38 | 51.43 | |
| LP-FTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=MSP2025.03 | 86.36 | 52.54 | |
| FFTEvaluation Protocol=Single-modal Fine-tuning (SMFT), Score Function=MSP2025.03 | 84.88 | 58.95 | |
| MCMEvaluation Protocol=Zero-shot2026.01 | 84.77 | 68.54 |