Text-to-Image Retrieval on MIMIC-CXR (test)
1,996R@1MedProbCLIP
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MedProbCLIP2026.02 | 1,996 | 4,744 | 5,942 | 92.58 | 438.62 | — | — | |
| CXR-CLIP2026.02 | 1,686 | 4,126 | 5,447 | 90.39 | 406.75 | — | — | |
| CLIP2026.02 | 1,422 | 3,423 | 4,373 | 80.89 | 346.32 | — | — | |
| PCME++2026.02 | 1,180 | 3,232 | 4,255 | 78.58 | 327.54 | — | — | |
| LoFi2026.03 | 11.91 | 31.3 | 42.36 | — | — | 54.46 | 66.71 | |
| CARZero2026.03 | 9.67 | 26.02 | 36.24 | — | — | 48.4 | 62.37 | |
| Random2026.02 | 9 | 46 | 92 | 9.2 | 17.19 | — | — | |
| RadIR2026.03 | 7.11 | 22.7 | 32.61 | — | — | 45.44 | 59.91 | |
| MedSigLIP2026.03 | 2.38 | 10.33 | 17.47 | — | — | 26.43 | 38.48 | |
| BiomedCLIP2026.03 | 0.58 | 1.77 | 3.17 | — | — | 6 | 11.02 | |
| SigLIP22026.03 | 0.27 | 0.98 | 1.6 | — | — | 2.95 | 4.69 | |
| BMC-CLIP2026.03 | 0.05 | 0.8 | 1.65 | — | — | 2.63 | 4.78 |