Image Classification on PhenoBench
10.76AccuracyPhenoLIP
Evaluation results
| Method | Links | |
|---|---|---|
| PhenoLIPVision Encoder=ViT-B, Text Encoder=PubmedBert, Zero-shot=true2026.02 | 10.76 | |
| BiomedCLIPVision Encoder=ViT-B, Text Encoder=PubmedBert, Zero-shot=true2026.02 | 8.15 | |
| PMC-CLIPVision Encoder=ResNet50, Text Encoder=PubmedBert, Zero-shot=true2026.02 | 7.5 | |
| BIOMEDICAVision Encoder=ViT-L, Text Encoder=GPT2, Zero-shot=true2026.02 | 6.69 | |
| OpenCLIPVision Encoder=ViT-B, Text Encoder=GPT2, Zero-shot=true2026.02 | 2.26 | |
| CoCaVision Encoder=ViT-B, Text Encoder=GPT2, Zero-shot=true2026.02 | 1.38 | |
| SigLIP2Vision Encoder=So400m, Text Encoder=SigLIP64, Zero-shot=true2026.02 | 0.25 |