Retinal Fundus Image Classification on FIVES
94.98AUCMGLL
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MGLLEvaluation Protocol=Fully Fine-tune2025.11 | 94.98 | 72 | 86.34 | |
| VisionFMEvaluation Protocol=Fully Fine-tune2025.11 | 93.11 | 70.5 | 82.76 | |
| RETFoundEvaluation Protocol=Fully Fine-tune2025.11 | 92.83 | 69.5 | 81.36 | |
| RET-CLIPEvaluation Protocol=Fully Fine-tune2025.11 | 92.04 | 68.5 | 79.89 | |
| UniMed-CLIPEvaluation Protocol=Fully Fine-tune2025.11 | 91.59 | 68 | 79.23 | |
| KeepFITEvaluation Protocol=Fully Fine-tune2025.11 | 90.62 | 67 | 77.96 | |
| FLAIREvaluation Protocol=Fully Fine-tune2025.11 | 89.85 | 66 | 77.14 | |
| MGLLEvaluation Protocol=Linear Probe2025.11 | 89.73 | 52 | 75.32 | |
| KgCoOpEvaluation Protocol=Fully Fine-tune2025.11 | 89.16 | 64.5 | 76.53 | |
| CLIPEvaluation Protocol=Fully Fine-tune2025.11 | 88.96 | 64 | 76.22 | |
| RETFoundEvaluation Protocol=Linear Probe2025.11 | 88.09 | 49 | 72.55 | |
| RET-CLIPEvaluation Protocol=Linear Probe2025.11 | 86.74 | 47.5 | 69.35 | |
| VisionFMEvaluation Protocol=Linear Probe2025.11 | 85.98 | 45 | 68.73 | |
| FLAIREvaluation Protocol=Linear Probe2025.11 | 84.24 | 43.5 | 67.17 | |
| UniMed-CLIPEvaluation Protocol=Linear Probe2025.11 | 82.75 | 41.5 | 65.46 | |
| KeepFITEvaluation Protocol=Linear Probe2025.11 | 82.31 | 41 | 64.98 | |
| KgCoOpEvaluation Protocol=Linear Probe2025.11 | 81.63 | 39.5 | 64.72 | |
| CLIPEvaluation Protocol=Linear Probe2025.11 | 81.25 | 37 | 64.21 |