Image-to-Text Retrieval on MIMIC-CXR (test)
2,102R@1MedProbCLIP
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MedProbCLIP2026.02 | 2,102 | 4,688 | 5,891 | 92.41 | 438.62 | — | — | |
| CXR-CLIP2026.02 | 1,714 | 4,165 | 5,503 | 89.94 | 406.75 | — | — | |
| CLIP2026.02 | 1,428 | 3,373 | 4,429 | 80.94 | 346.32 | — | — | |
| PCME++2026.02 | 1,248 | 3,153 | 4,058 | 77.68 | 327.54 | — | — | |
| LoFi2026.03 | 13.9 | 35.57 | 47.29 | — | — | 60.2 | 72.53 | |
| CARZero2026.03 | 11.64 | 29.52 | 40.17 | — | — | 51.19 | 63.98 | |
| MedKCOFramework=FILIP, Zero-shot=true2026.03 | 9.1 | 25.1 | 35.1 | — | — | — | — | |
| RadIR2026.03 | 7.36 | 22.62 | 32.48 | — | — | 44.7 | 57.44 | |
| FILIPFramework=FILIP, Zero-shot=true2026.03 | 6.9 | 21.1 | 31.3 | — | — | — | — | |
| MedKCOFramework=CLIP, Zero-shot=true2026.03 | 6.4 | 21.7 | 31.7 | — | — | — | — | |
| CL-logFramework=FILIP, Zero-shot=true2026.03 | 6.2 | 21.7 | 31.8 | — | — | — | — | |
| Random2026.02 | 6 | 28 | 56 | 5.62 | 17.19 | — | — | |
| CL-logitFramework=FILIP, Zero-shot=true2026.03 | 5.3 | 17.9 | 27.9 | — | — | — | — | |
| CL-logFramework=CLIP, Zero-shot=true2026.03 | 5 | 18 | 27.2 | — | — | — | — | |
| MedSigLIP2026.03 | 4.61 | 14.27 | 21.92 | — | — | 32.69 | 44.82 | |
| CL-logitFramework=CLIP, Zero-shot=true2026.03 | 3.4 | 11.9 | 18.5 | — | — | — | — | |
| CLIPFramework=CLIP, Zero-shot=true2026.03 | 3 | 11.5 | 18.3 | — | — | — | — | |
| BiomedCLIP2026.03 | 0.82 | 2.1 | 3.78 | — | — | 7.07 | 12.66 | |
| BMC-CLIP2026.03 | 0.12 | 0.53 | 1.15 | — | — | 2.55 | 4.44 | |
| SigLIP22026.03 | 0.08 | 0.95 | 1.56 | — | — | 2.59 | 4.32 |