Image-text Retrieval on MIMIC-CXR 5x200 (Precision@K)
56.31Precision@1LGDEA
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LGDEAGroup=Single Domain, Training Data=10%pair2026.02 | 56.31 | 53.85 | 53.71 | 50.65 | |
| MedAlignerGroup=Paired Baseline2026.02 | 55.88 | 54.08 | 54.05 | 50.56 | |
| AFLocGroup=Paired Baseline2026.02 | 54.37 | 52.78 | 49.79 | 43.2 | |
| LGDEAGroup=Cross Domain, Training Data=10%pair2026.02 | 53.58 | 51.23 | 50.06 | 49.14 | |
| LGDEAGroup=Single Domain, Training Data=5%pair2026.02 | 53.25 | 51.03 | 50.66 | 49.98 | |
| PRIORGroup=Paired Baseline2026.02 | 53.19 | 51.72 | 51.89 | 41.69 | |
| CLEFTGroup=Paired Baseline2026.02 | 52.75 | 50.31 | 48.75 | 49.81 | |
| LGDEAGroup=Cross Domain, Training Data=5%pair2026.02 | 50.88 | 50.68 | 48.57 | 48.33 | |
| MGCAGroup=Paired Baseline2026.02 | 50.06 | 49.77 | 49.05 | 47.53 | |
| MedKLIPGroup=Paired Baseline2026.02 | 50 | 50 | 49.42 | 50 | |
| MAVLGroup=Paired Baseline2026.02 | 50 | 50.62 | 51.06 | 49.97 | |
| CARZeroGroup=Paired Baseline2026.02 | 50 | 50 | 51.65 | 47.38 | |
| BioViLGroup=Paired Baseline2026.02 | 48.81 | 47.88 | 50.05 | 32.88 | |
| MedCLIPGroup=Paired Baseline2026.02 | 44.4 | 43.45 | 44.5 | 45.58 | |
| GLoRIAGroup=Paired Baseline2026.02 | 42.38 | 45.65 | 47.74 | 41.98 |