Medical Image Classification on RSNA Pneu. (test)
86.26AUCMedBridge
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MedBridgeMixture-of-Experts (MoE)=true2025.05 | 86.26 | 62.97 | 79.5 | |
| MedBridgeMixture-of-Experts (MoE)=false2025.05 | 85.38 | 62.08 | 79.35 | |
| CLIP-LoRA2025.05 | 84.63 | 60.95 | 79.01 | |
| MMRL2025.05 | 82.14 | 57.67 | 76.01 | |
| CoOp2025.05 | 82.1 | 58.38 | 76.91 | |
| MMA2025.05 | 81.86 | 57.3 | 76.76 | |
| CoCoOp2025.05 | 81.58 | 57.88 | 76.05 | |
| Linear Probing2025.05 | 81.39 | 58 | 77.96 | |
| ProGrad2025.05 | 81.23 | 58.14 | 77.55 | |
| CLIP-Adapter2025.05 | 78.46 | 55.08 | 73.16 | |
| KgCoOp2025.05 | 77.43 | 54.65 | 72.94 | |
| CLIPEvaluation Protocol=fine-tune2025.05 | 73.17 | 48.41 | 65.89 | |
| LP + text2025.05 | 50 | 37.37 | 77.02 | |
| CLIPEvaluation Protocol=zero-shot2025.05 | 38.98 | 37.37 | 22.98 |