Entity-conditioned retrieval on Chest X-ray (External)
71.54Recall@1MedReCo
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MedReCoEntity=Anatomy, Best baseline=PMC-CLIP2026.06 | 71.54 | 7.17 | 7.25 | — | |
| MedReCoEntity=Disease, Best baseline=MedCLIP2026.06 | 68.57 | 4.1 | 1.26 | — | |
| MedCLIPEntity=Anatomy2026.06 | 65.17 | — | — | — | |
| MedCLIPEntity=Disease2026.06 | 64.47 | — | — | — | |
| PMC-CLIPEntity=Anatomy2026.06 | 64.37 | — | — | — | |
| BiomedCLIPEntity=Disease2026.06 | 62.77 | — | — | — | |
| BiomedCLIPEntity=Anatomy2026.06 | 62.02 | — | — | — | |
| PMC-CLIPEntity=Disease2026.06 | 58.33 | — | — | — | |
| MedReCoEntity=Disease, Best baseline=PMC-CLIP2026.06 | 57.61 | 14.55 | 1.06 | — | |
| MedReCoEntity=Abnormality, Best baseline=BiomedCLIP2026.06 | 55.6 | 6.9 | 7.29 | — | |
| MedReCoEntity=Anatomy, Best baseline=BiomedCLIP2026.06 | 55.38 | 12.74 | 3.44 | — | |
| MedReCoEntity=Abnormality, Best baseline=MedCLIP2026.06 | 50.41 | 7.94 | 1.32 | — | |
| BiomedCLIPEntity=Abnormality2026.06 | 48.7 | — | — | — | |
| MedCLIPEntity=Abnormality2026.06 | 47.61 | — | — | — | |
| PMC-CLIPEntity=Abnormality2026.06 | 47.12 | — | — | — | |
| PMC-CLIPEntity=Disease2026.06 | 43.06 | — | — | — | |
| BiomedCLIPEntity=Anatomy2026.06 | 42.64 | — | — | — | |
| MedCLIPEntity=Abnormality2026.06 | 42.47 | — | — | — | |
| MedCLIPEntity=Anatomy2026.06 | 41.31 | — | — | — | |
| BiomedCLIPEntity=Disease2026.06 | 41.22 | — | — | — | |
| PMC-CLIPEntity=Anatomy2026.06 | 40.27 | — | — | — | |
| MedCLIPEntity=Disease2026.06 | 39.95 | — | — | — | |
| BiomedCLIPEntity=Abnormality2026.06 | 39.59 | — | — | — | |
| PMC-CLIPEntity=Abnormality2026.06 | 34.24 | — | — | — |