Medical Image Classification on MIMIC-CXR (test)
71.92AUCMedBridge
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MedBridgeMixture-of-Experts (MoE)=true2025.05 | 71.92 | 33.95 | 77.84 | |
| MedBridgeMixture-of-Experts (MoE)=false2025.05 | 70.59 | 33.04 | 76.41 | |
| CLIP-LoRA2025.05 | 66.3 | 30.62 | 72.05 | |
| Linear Probing2025.05 | 65.2 | 29.13 | 68.87 | |
| MMRL2025.05 | 64.74 | 29.43 | 65.03 | |
| MMA2025.05 | 64.03 | 30.16 | 65.44 | |
| CoOp2025.05 | 63.69 | 28.57 | 70.96 | |
| KgCoOp2025.05 | 60.55 | 27.33 | 64.53 | |
| CoCoOp2025.05 | 59.86 | 26.97 | 54.8 | |
| ProGrad2025.05 | 58.91 | 26.71 | 53.51 | |
| CLIPEvaluation Protocol=fine-tune2025.05 | 58.09 | 26.64 | 55.73 | |
| CLIP-Adapter2025.05 | 57.2 | 25.93 | 49.63 | |
| LP + text2025.05 | 53.28 | 22.4 | 13.46 | |
| CLIPEvaluation Protocol=zero-shot2025.05 | 51.74 | 22.4 | 13.46 |