Image Classification on Ophthalmology
51.63AccuracyPhenoLIP
Evaluation Results
| Method | Links | |
|---|---|---|
| PhenoLIPVision Encoder=ViT-B, Text Encoder=PubmedBert, Zero-shot=true2026.02 | 51.63 | |
| PMC-CLIPVision Encoder=ResNet50, Text Encoder=PubmedBert, Zero-shot=true2026.02 | 43.75 | |
| BiomedCLIPVision Encoder=ViT-B, Text Encoder=PubmedBert, Zero-shot=true2026.02 | 40.18 | |
| BIOMEDICAVision Encoder=ViT-L, Text Encoder=GPT2, Zero-shot=true2026.02 | 26.15 | |
| SigLIP2Vision Encoder=So400m, Text Encoder=SigLIP64, Zero-shot=true2026.02 | 23 | |
| CoCaVision Encoder=ViT-B, Text Encoder=GPT2, Zero-shot=true2026.02 | 20.55 | |
| OpenCLIPVision Encoder=ViT-B, Text Encoder=GPT2, Zero-shot=true2026.02 | 19.43 |