Classification on MIMIC-5 × 200
80AccuracyLGDEA
Evaluation results
| Method | Links | |
|---|---|---|
| LGDEAZero-shot=true, Group=Single Domain, Paired training data percentage=10%2026.02 | 80 | |
| LGDEAZero-shot=true, Group=Single Domain, Paired training data percentage=5%2026.02 | 79.44 | |
| MedAlignerZero-shot=true, Group=Paired Baseline2026.02 | 77.89 | |
| PRIORZero-shot=true, Group=Paired Baseline2026.02 | 76.83 | |
| LGDEAZero-shot=true, Group=Cross Domain, Paired training data percentage=10%2026.02 | 76.78 | |
| AFLocZero-shot=true, Group=Paired Baseline2026.02 | 76.2 | |
| CARZeroZero-shot=true, Group=Paired Baseline2026.02 | 76.06 | |
| CLEFTZero-shot=true, Group=Paired Baseline2026.02 | 75.47 | |
| MGCAZero-shot=true, Group=Paired Baseline2026.02 | 74.87 | |
| MAVLZero-shot=true, Group=Paired Baseline2026.02 | 74.6 | |
| LGDEAZero-shot=true, Group=Cross Domain, Paired training data percentage=5%2026.02 | 74.1 | |
| BioViLZero-shot=true, Group=Paired Baseline2026.02 | 73.38 | |
| GLoRIAZero-shot=true, Group=Paired Baseline2026.02 | 72.22 | |
| MedCLIPZero-shot=true, Group=Paired Baseline2026.02 | 52.5 | |
| MedKLIPZero-shot=true, Group=Paired Baseline2026.02 | 51.94 |