Image-to-report retrieval on MIMIC-CXR (test)
41.896Recall@5BioViL-T
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| BioViL-TCandidate pool size (N)=1002026.06 | 41.896 | 15.44 | 58.673 | 28.936 | — | — | |
| BiomedCLIPCandidate pool size (N)=1002026.06 | 19.987 | 5.829 | 31.709 | 14.523 | — | — | |
| BioViL-TCandidate pool size (N)=1,0002026.06 | 11.197 | 3.32 | 17.723 | 8.407 | — | — | |
| PubMedCLIPCandidate pool size (N)=1002026.06 | 6.316 | 1.594 | 11.787 | 6.113 | — | — | |
| CLIPCandidate pool size (N)=1002026.06 | 5.917 | 1.203 | 11.346 | 5.674 | — | — | |
| RandomCandidate pool size (N)=1002026.06 | 5 | 1 | 10 | 5.187 | — | — | |
| BiomedCLIPCandidate pool size (N)=1,0002026.06 | 3.772 | 0.997 | 6.33 | 3.235 | — | — | |
| BioViL-TCandidate pool size (N)=10,0002026.06 | 2.04 | 0.496 | 3.642 | 1.79 | — | — | |
| BiomedCLIPCandidate pool size (N)=10,0002026.06 | 0.613 | 0.137 | 1.118 | 0.604 | — | — | |
| BioViL-TCandidate pool size (N)=43,7932026.06 | 0.57 | 0.15 | 1.037 | 0.602 | — | — | |
| STAR3Test Split Sample Size=MIMIC2026.07 | 0.494 | 0.197 | 0.616 | — | 0.818 | 0.869 | |
| BiomedCLIPCandidate pool size (N)=43,7932026.06 | 0.167 | 0.041 | 0.281 | 0.191 | — | — | |
| CLIP-XRadPublication=SYNASC 2025, Test Split Sample Size=MIMIC2026.07 | 0.162 | 0.038 | 0.259 | — | — | — | |
| BioViL-TPublication=CVPR 2023, Test Split Sample Size=MIMIC, Evaluation=Re-evaluated using this paper's pipeline2026.07 | 0.111 | 0.028 | 0.176 | — | 0.428 | 0.582 | |
| RadIRPublication=MICCAI 2025, Test Split Sample Size=MIMIC2026.07 | 0.043 | — | 0.069 | — | 0.181 | 0.213 |