Medical Image Classification on NIH CXR-14 (test)
66.42AUCMedBridge
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MedBridgeMixture-of-Experts (MoE)=true2025.05 | 66.42 | 22.36 | 69.58 | |
| MedBridgeMixture-of-Experts (MoE)=false2025.05 | 65.03 | 20.86 | 69.7 | |
| MMRL2025.05 | 60.79 | 19.42 | 66.71 | |
| CLIP-LoRA2025.05 | 59.9 | 19.54 | 50.17 | |
| Linear Probing2025.05 | 58.22 | 18.45 | 57.59 | |
| CoOp2025.05 | 57.98 | 17.78 | 61.43 | |
| MMA2025.05 | 57.83 | 18.63 | 47.99 | |
| LP + text2025.05 | 56.65 | 16.3 | 32.65 | |
| KgCoOp2025.05 | 55.08 | 17.21 | 48.76 | |
| CLIPEvaluation Protocol=fine-tune2025.05 | 54.51 | 17.78 | 40.09 | |
| ProGrad2025.05 | 52.89 | 16.94 | 38.35 | |
| CoCoOp2025.05 | 52.12 | 16.68 | 36.87 | |
| CLIP-Adapter2025.05 | 51 | 16.68 | 33.45 | |
| CLIPEvaluation Protocol=zero-shot2025.05 | 50.11 | 16.3 | 9.65 |