Text-to-image retrieval on US-365K (test)
23.83R@5Ultrasound-CLIP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Ultrasound-CLIPablation=none (full model)2026.04 | 23.83 | 37.81 | 80.22 | |
| Ultrasound-CLIP-Dgablation=remove heterogeneous graph encoder2026.04 | 21.47 | 35.2 | 77.74 | |
| MetaCLIPcategory=General CLIP2026.04 | 19.46 | 31.48 | 70.88 | |
| BiomedCLIPcategory=Medical CLIP2026.04 | 18.64 | 30.89 | 72.06 | |
| PMC-CLIPcategory=Medical CLIP2026.04 | 18.14 | 30.38 | 73.12 | |
| CLIPcategory=General CLIP2026.04 | 16.62 | 27.83 | 67.67 | |
| UniMed-CLIPcategory=Medical CLIP2026.04 | 15.51 | 26.41 | 67.98 | |
| Ultrasound-CLIP-Dsablation=remove UDAF-guided semantic loss2026.04 | 15.5 | 26.59 | 67.07 | |
| Ultrasound-CLIP-Ds+gablation=remove UDAF-guided semantic loss and heterogeneous graph encoder2026.04 | 15.18 | 26.06 | 66.83 | |
| SigLIPcategory=General CLIP2026.04 | 0.11 | 0.18 | 0.79 | |
| MedCLIPcategory=Medical CLIP2026.04 | 0.01 | 0.02 | 0.1 |