Text-to-Image Retrieval on PhenoBench
66.61R@10PhenoLIP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PhenoLIPEncoder (Vision)=ViT-B, Encoder (Text)=PubmedBert2026.02 | 66.61 | 87.68 | |
| BIOMEDICAEncoder (Vision)=ViT-L, Encoder (Text)=GPT22026.02 | 40.03 | 67.38 | |
| PMC-CLIPEncoder (Vision)=ViT-L, Encoder (Text)=PubmedBert2026.02 | 36.68 | 61.83 | |
| BiomedCLIPEncoder (Vision)=ViT-B, Encoder (Text)=PubmedBert2026.02 | 32.43 | 56.08 | |
| PhenoLIPEncoder (Vision)=ViT-B, Encoder (Text)=PubmedBert2026.02 | 12.77 | 31.3 | |
| SigLIP2Encoder (Vision)=So400m, Encoder (Text)=SigLIP642026.02 | 10.33 | 23.44 | |
| OpenCLIPEncoder (Vision)=ViT-B, Encoder (Text)=GPT22026.02 | 10.08 | 22.95 | |
| CoCaEncoder (Vision)=ViT-B, Encoder (Text)=GPT22026.02 | 7.57 | 18.93 | |
| BIOMEDICAEncoder (Vision)=ViT-L, Encoder (Text)=GPT22026.02 | 6.82 | 19.6 | |
| PMC-CLIPEncoder (Vision)=ViT-L, Encoder (Text)=PubmedBert2026.02 | 6.64 | 18.92 | |
| BiomedCLIPEncoder (Vision)=ViT-B, Encoder (Text)=PubmedBert2026.02 | 3.77 | 12.17 | |
| OpenCLIPEncoder (Vision)=ViT-B, Encoder (Text)=GPT22026.02 | 2.79 | 8.24 | |
| CoCaEncoder (Vision)=ViT-B, Encoder (Text)=GPT22026.02 | 1.82 | 5.59 | |
| SigLIP2Encoder (Vision)=So400m, Encoder (Text)=SigLIP642026.02 | 0.08 | 0.62 |