Classification on REFUGE (test)
93.9AUCMGLL
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MGLLEvaluation Protocol=Fully Fine-tune2025.11 | 93.9 | 94.75 | 80.99 | |
| MGLLEvaluation Protocol=Linear Probe2025.11 | 92.42 | 94.5 | 75.65 | |
| RET-CLIPEvaluation Protocol=Fully Fine-tune2025.11 | 90.46 | 93.75 | 70.45 | |
| RETFoundEvaluation Protocol=Fully Fine-tune2025.11 | 89.02 | 93.5 | 63.84 | |
| CLIPEvaluation Protocol=Fully Fine-tune2025.11 | 86.96 | 93 | 58.37 | |
| VisionFMEvaluation Protocol=Fully Fine-tune2025.11 | 86.13 | 92.5 | 57.68 | |
| FLAIREvaluation Protocol=Fully Fine-tune2025.11 | 85.67 | 92.25 | 56.82 | |
| KeepFITEvaluation Protocol=Fully Fine-tune2025.11 | 84.89 | 91.5 | 55.78 | |
| RET-CLIPEvaluation Protocol=Linear Probe2025.11 | 84.59 | 91.25 | 55.06 | |
| UniMed-CLIPEvaluation Protocol=Fully Fine-tune2025.11 | 83.11 | 91 | 52.84 | |
| KgCoOpEvaluation Protocol=Fully Fine-tune2025.11 | 81.45 | 90.75 | 49.07 | |
| RETFoundEvaluation Protocol=Linear Probe2025.11 | 79.67 | 90.5 | 45.39 | |
| VisionFMEvaluation Protocol=Linear Probe2025.11 | 73.21 | 89.5 | 33.42 | |
| FLAIREvaluation Protocol=Linear Probe2025.11 | 70.59 | 89.25 | 27.82 | |
| CLIPEvaluation Protocol=Linear Probe2025.11 | 65.33 | 88.75 | 15.68 | |
| KeepFITEvaluation Protocol=Linear Probe2025.11 | 63.04 | 88.25 | 14.15 | |
| UniMed-CLIPEvaluation Protocol=Linear Probe2025.11 | 61.25 | 87.5 | 12.87 | |
| KgCoOpEvaluation Protocol=Linear Probe2025.11 | 60.69 | 86.25 | 11.52 |