Medical Image Classification on PALM
99.72AUCMGLL
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MGLLProtocol=Fully Fine-tune2025.11 | 99.72 | 95.75 | 99.76 | |
| MGLLProtocol=Linear Probe2025.11 | 99.66 | 96 | 99.72 | |
| CLIPProtocol=Fully Fine-tune2025.11 | 99.51 | 96 | 99.58 | |
| RET-CLIPProtocol=Fully Fine-tune2025.11 | 98.67 | 95.25 | 98.42 | |
| VisionFMProtocol=Fully Fine-tune2025.11 | 97.73 | 94.5 | 97.84 | |
| VisionFMProtocol=Linear Probe2025.11 | 97.12 | 94.25 | 97.45 | |
| UniMed-CLIPProtocol=Fully Fine-tune2025.11 | 96.82 | 93.75 | 97.02 | |
| RETFoundProtocol=Fully Fine-tune2025.11 | 95.75 | 93 | 96.39 | |
| RET-CLIPProtocol=Linear Probe2025.11 | 95.25 | 92.5 | 95.89 | |
| FLAIRProtocol=Fully Fine-tune2025.11 | 94.88 | 92.25 | 95.24 | |
| KgCoOpProtocol=Fully Fine-tune2025.11 | 94.21 | 92 | 94.81 | |
| CLIPProtocol=Linear Probe2025.11 | 93.94 | 91.75 | 94.62 | |
| KeepFITProtocol=Fully Fine-tune2025.11 | 93.34 | 91.5 | 94.18 | |
| RETFoundProtocol=Linear Probe2025.11 | 92.02 | 90.5 | 92.87 | |
| UniMed-CLIPProtocol=Linear Probe2025.11 | 90.31 | 89.75 | 91.12 | |
| FLAIRProtocol=Linear Probe2025.11 | 89.42 | 89.25 | 90.03 | |
| KeepFITProtocol=Linear Probe2025.11 | 88.21 | 88.5 | 88.46 | |
| KgCoOpProtocol=Linear Probe2025.11 | 87.94 | 88.25 | 88.11 |