| family,model_type,model_display,method,binary_dr,glaucoma,referable_dr,model_method |
| cv,cv_general,DINOv2-L,linear_probing,0.883,0.757,0.86,DINOv2-L (linear probing) |
| cv,cv_general,DINOv3-L,linear_probing,0.873,0.738,0.852,DINOv3-L (linear probing) |
| cv,cv_general,ViT-L/16,linear_probing,0.846,0.729,0.838,ViT-L/16 (linear probing) |
| cv,cv_ophthalmo,RETFound CFP,linear_probing,0.745,0.596,0.767,RETFound CFP (linear probing) |
| cv,cv_ophthalmo,RETFound DINOv2 MEH,linear_probing,0.5,0.5,0.5,RETFound DINOv2 MEH (linear probing) |
| cv,cv_ophthalmo,RETFound DINOv2 SH,linear_probing,0.5,0.5,0.5,RETFound DINOv2 SH (linear probing) |
| cv,cv_ophthalmo,RETFound MAE MEH,linear_probing,0.729,0.557,0.742,RETFound MAE MEH (linear probing) |
| cv,cv_ophthalmo,RETFound MAE SH,linear_probing,0.749,0.568,0.756,RETFound MAE SH (linear probing) |
| cv,cv_ophthalmo,RETFound OCT,linear_probing,0.718,0.6,0.75,RETFound OCT (linear probing) |
| cv,cv_ophthalmo,VisionFM,linear_probing,0.892,0.817,0.865,VisionFM (linear probing) |
| mllm,mllm_general,Gemma-3-27B,base,0.646,0.659,0.641,Gemma-3-27B (base) |
| mllm,mllm_general,LLaVA-NeXT-8B,base,0.637,0.57,0.565,LLaVA-NeXT-8B (base) |
| mllm,mllm_general,Qwen3-VL-8B,base,0.773,0.661,0.745,Qwen3-VL-8B (base) |
| mllm,mllm_medical,MedGemma 1.5 4B,base,0.867,0.719,0.833,MedGemma 1.5 4B (base) |
| mllm,mllm_medical,MedGemma 27B,base,0.878,0.533,0.849,MedGemma 27B (base) |
| mllm,mllm_medical,MedGemma 4B,base,0.858,0.717,0.85,MedGemma 4B (base) |
| vlm,vlm_general,CLIP-B/32,linear_probing,0.83,0.704,0.826,CLIP-B/32 (linear probing) |
| vlm,vlm_general,CLIP-B/32,zero_shot,0.508,0.511,0.529,CLIP-B/32 (zero shot) |
| vlm,vlm_general,MedSigLIP,linear_probing,0.938,0.84,0.925,MedSigLIP (linear probing) |
| vlm,vlm_general,MedSigLIP,zero_shot,0.576,0.466,0.673,MedSigLIP (zero shot) |
| vlm,vlm_general,SigLIP2-B,linear_probing,0.826,0.69,0.808,SigLIP2-B (linear probing) |
| vlm,vlm_general,SigLIP2-B,zero_shot,0.556,0.487,0.585,SigLIP2-B (zero shot) |
| vlm,vlm_ophthalmo,EyeCLIP,linear_probing,0.591,0.503,0.597,EyeCLIP (linear probing) |
| vlm,vlm_ophthalmo,EyeCLIP,zero_shot,0.472,0.506,0.566,EyeCLIP (zero shot) |
| vlm,vlm_ophthalmo,FLAIR,linear_probing,0.923,0.813,0.862,FLAIR (linear probing) |
| vlm,vlm_ophthalmo,FLAIR,zero_shot,0.836,0.496,0.797,FLAIR (zero shot) |
| vlm,vlm_ophthalmo,RET-CLIP,linear_probing,0.929,0.842,0.851,RET-CLIP (linear probing) |
| vlm,vlm_ophthalmo,RET-CLIP,zero_shot,0.786,0.62,0.652,RET-CLIP (zero shot) |
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