Image-to-text retrieval on US-365K (test)
23.59R@5Ultrasound-CLIP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Ultrasound-CLIPablation=none (full model)2026.04 | 23.59 | 37.45 | 79.09 | |
| Ultrasound-CLIP-Dgablation=remove heterogeneous graph encoder2026.04 | 21.47 | 34.44 | 76.38 | |
| MetaCLIPcategory=General CLIP2026.04 | 18.5 | 30.1 | 69.22 | |
| PMC-CLIPcategory=Medical CLIP2026.04 | 18.08 | 30.11 | 72.15 | |
| BiomedCLIPcategory=Medical CLIP2026.04 | 17.88 | 29.79 | 70.29 | |
| Ultrasound-CLIP-Dsablation=remove UDAF-guided semantic loss2026.04 | 15.68 | 26.83 | 66.92 | |
| UniMed-CLIPcategory=Medical CLIP2026.04 | 15.66 | 26.67 | 67.34 | |
| Ultrasound-CLIP-Ds+gablation=remove UDAF-guided semantic loss and heterogeneous graph encoder2026.04 | 14.93 | 25.42 | 64.49 | |
| CLIPcategory=General CLIP2026.04 | 14.2 | 24.51 | 63.06 | |
| SigLIPcategory=General CLIP2026.04 | 0.09 | 0.16 | 0.61 | |
| MedCLIPcategory=Medical CLIP2026.04 | 0.01 | 0.02 | 0.07 |