model,model_display,family,model_type,accuracy,auc,auprc,ece
VisionFM-Fundus,VisionFM,cv,cv_ophthalmo,0.849,0.862,0.711,0.153
facebook/dinov2-large,DINOv2-L,cv,cv_general,0.808,0.842,0.627,0.216
facebook/dinov3-vitl16-pretrain-lvd1689m,DINOv3-L,cv,cv_general,0.809,0.83,0.635,0.213
google/medgemma-4b-it,MedGemma 4B,mllm,mllm_medical,0.781,0.818,0.629,0.215
google/medgemma-1.5-4b-it,MedGemma 1.5 4B,mllm,mllm_medical,0.79,0.816,0.668,0.181
google/vit-large-patch16-224,ViT-L/16,cv,cv_general,0.791,0.812,0.59,0.198
FLAIR,FLAIR,vlm,vlm_ophthalmo,0.795,0.802,0.604,0.185
RET-CLIP,RET-CLIP,vlm,vlm_ophthalmo,0.748,0.785,0.603,0.18
google/medgemma-27b-it,MedGemma 27B,mllm,mllm_medical,0.803,0.777,0.628,0.187
google/medsiglip-448,MedSigLIP,vlm,vlm_general,0.773,0.745,0.548,0.165
Qwen/Qwen3-VL-8B-Instruct,Qwen3-VL-8B,mllm,mllm_general,0.594,0.733,0.527,0.359
YukunZhou/RETFound_mae_natureCFP,RETFound CFP,cv,cv_ophthalmo,0.697,0.714,0.431,0.22
YukunZhou/RETFound_mae_shanghai,RETFound MAE SH,cv,cv_ophthalmo,0.695,0.704,0.44,0.223
YukunZhou/RETFound_mae_natureOCT,RETFound OCT,cv,cv_ophthalmo,0.694,0.698,0.412,0.203
YukunZhou/RETFound_mae_meh,RETFound MAE MEH,cv,cv_ophthalmo,0.675,0.688,0.423,0.234
google/siglip2-base-patch16-224,SigLIP2-B,vlm,vlm_general,0.685,0.666,0.414,0.263
openai/clip-vit-base-patch32,CLIP-B/32,vlm,vlm_general,0.573,0.656,0.412,0.286
google/gemma-3-27b-it,Gemma-3-27B,mllm,mllm_general,0.427,0.648,0.392,0.568
llava-hf/llama3-llava-next-8b-hf,LLaVA-NeXT-8B,mllm,mllm_general,0.703,0.593,0.352,0.238
EyeCLIP,EyeCLIP,vlm,vlm_ophthalmo,0.556,0.543,0.272,0.268
YukunZhou/RETFound_dinov2_shanghai,RETFound DINOv2 SH,cv,cv_ophthalmo,0.76,0.5,0.24,0.291
YukunZhou/RETFound_dinov2_meh,RETFound DINOv2 MEH,cv,cv_ophthalmo,0.76,0.5,0.24,0.291