Image-to-Text Retrieval on OpenI (test)
100Precision@1CLIP
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CLIPFine-tuning status=Pre-trained2026.01 | 100 | 0.818 | 100 | 0.539 | 54.8 | 100 | 0.808 | 100 | 0.804 | 100 | 0.799 | — | — | — | |
| BiomedCLIPPre-trained=true2026.01 | 97.5 | 0.845 | 97.5 | 0.473 | 50.6 | 100 | 0.832 | 100 | 0.827 | 100 | 0.822 | — | — | — | |
| Multi-task BiomedCLIPFine-tuned=true2026.01 | 95.8 | 0.845 | 95.7 | 0.463 | 50 | 99.3 | 0.832 | 99.8 | 0.827 | 100 | 0.821 | — | — | — | |
| Multi-task BiomedCLIPFine-tuning status=Fine-tuned2026.01 | 95 | 0.847 | 94.9 | 0.324 | 40.5 | 98.3 | 0.836 | 99.8 | 0.831 | 99.8 | 0.825 | — | — | — | |
| CLIPtraining_mode=zero-shot2026.01 | 94 | 0.818 | — | — | — | 98.8 | 0.808 | 100 | 0.804 | 100 | 0.799 | — | — | — | |
| BiomedCLIPFine-tuning status=Pre-trained2026.01 | 93.3 | 0.842 | 93.1 | 0.27 | 37.5 | 97.8 | 0.832 | 98.5 | 0.828 | 100 | 0.823 | — | — | — | |
| CLIP2026.01 | 90.5 | 0.8186 | 91.12 | 0.5134 | 52.52 | 99 | 0.8143 | 100 | 0.8127 | 100 | 0.8108 | — | — | — | |
| Fine-tuned BiomedCLIPtraining_mode=fine-tuned2026.01 | 63 | 0.847 | — | — | — | 79 | 0.836 | 84.5 | 0.831 | 92.5 | 0.825 | — | — | — | |
| BiomedCLIPtraining_mode=pre-trained2026.01 | 56.3 | 0.842 | — | — | — | 69.5 | 0.832 | 76.3 | 0.828 | 85.5 | 0.823 | — | — | — | |
| CL-logFramework=CLIP, Zero-shot=true2026.03 | — | — | — | — | — | — | — | — | — | — | — | 1 | 3.7 | 6.1 | |
| CL-logFramework=FILIP, Zero-shot=true2026.03 | — | — | — | — | — | — | — | — | — | — | — | 0.8 | 2.3 | 3.6 | |
| CL-logitFramework=CLIP, Zero-shot=true2026.03 | — | — | — | — | — | — | — | — | — | — | — | 0.6 | 2.1 | 3.6 | |
| CL-logitFramework=FILIP, Zero-shot=true2026.03 | — | — | — | — | — | — | — | — | — | — | — | 0.7 | 2.2 | 4 | |
| CLIPFramework=CLIP, Zero-shot=true2026.03 | — | — | — | — | — | — | — | — | — | — | — | 0.3 | 2 | 3.5 | |
| FILIPFramework=FILIP, Zero-shot=true2026.03 | — | — | — | — | — | — | — | — | — | — | — | 0.7 | 2.1 | 3.3 | |
| MedKCOFramework=CLIP, Zero-shot=true2026.03 | — | — | — | — | — | — | — | — | — | — | — | 1.2 | 4 | 6.4 | |
| MedKCOFramework=FILIP, Zero-shot=true2026.03 | — | — | — | — | — | — | — | — | — | — | — | 1.5 | 4.1 | 6.3 |