| family,model_type,model_display,method,brset,g1020,idrid,jsiec1000,mbrset,messidor_2,papila,refuge,rfmid,rfmid_2,model_method |
| cv,cv_general,DINOv2-L,linear_probing,0.829,0.625,0.874,0.964,0.773,0.845,0.763,0.907,0.921,0.841,DINOv2-L (linear probing) |
| cv,cv_general,DINOv3-L,linear_probing,0.838,0.605,0.784,0.974,0.795,0.833,0.756,0.86,0.917,0.815,DINOv3-L (linear probing) |
| cv,cv_general,ViT-L/16,linear_probing,0.798,0.612,0.817,0.942,0.708,0.803,0.775,0.834,0.904,0.881,ViT-L/16 (linear probing) |
| cv,cv_ophthalmo,RETFound CFP,linear_probing,0.684,0.598,0.653,0.797,0.551,0.743,0.66,0.578,0.874,0.944,RETFound CFP (linear probing) |
| cv,cv_ophthalmo,RETFound DINOv2 MEH,linear_probing,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,RETFound DINOv2 MEH (linear probing) |
| cv,cv_ophthalmo,RETFound DINOv2 SH,linear_probing,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,RETFound DINOv2 SH (linear probing) |
| cv,cv_ophthalmo,RETFound MAE MEH,linear_probing,0.65,0.58,0.637,0.82,0.538,0.698,0.657,0.445,0.805,0.958,RETFound MAE MEH (linear probing) |
| cv,cv_ophthalmo,RETFound MAE SH,linear_probing,0.693,0.59,0.66,0.812,0.559,0.734,0.71,0.38,0.837,0.929,RETFound MAE SH (linear probing) |
| cv,cv_ophthalmo,RETFound OCT,linear_probing,0.629,0.599,0.66,0.822,0.553,0.694,0.675,0.602,0.798,0.95,RETFound OCT (linear probing) |
| cv,cv_ophthalmo,VisionFM,linear_probing,0.842,0.752,0.852,0.998,0.792,0.869,0.898,0.918,0.93,0.809,VisionFM (linear probing) |
| mllm,mllm_general,Gemma-3-27B,base,0.883,0.492,0.807,0.614,0.607,0.58,0.651,0.62,0.446,0.588,Gemma-3-27B (base) |
| mllm,mllm_general,LLaVA-NeXT-8B,base,0.854,0.467,0.686,0.392,0.54,0.615,0.422,0.436,0.535,0.649,LLaVA-NeXT-8B (base) |
| mllm,mllm_general,Qwen3-VL-8B,base,0.937,0.524,0.907,0.757,0.598,0.637,0.746,0.623,0.524,0.889,Qwen3-VL-8B (base) |
| mllm,mllm_medical,MedGemma 1.5 4B,base,0.905,0.484,0.912,0.905,0.726,0.928,0.639,0.907,0.62,0.923,MedGemma 1.5 4B (base) |
| mllm,mllm_medical,MedGemma 27B,base,0.955,0.498,0.905,0.868,0.679,0.933,0.455,0.34,0.686,0.889,MedGemma 27B (base) |
| mllm,mllm_medical,MedGemma 4B,base,0.877,0.507,0.92,0.882,0.711,0.926,0.713,0.852,0.689,0.935,MedGemma 4B (base) |
| vlm,vlm_general,CLIP-B/32,linear_probing,0.77,0.577,0.782,0.9,0.715,0.788,0.745,0.766,0.896,0.914,CLIP-B/32 (linear probing) |
| vlm,vlm_general,CLIP-B/32,zero_shot,0.542,0.501,0.738,0.481,0.575,0.477,0.57,0.391,0.388,0.415,CLIP-B/32 (zero shot) |
| vlm,vlm_general,MedSigLIP,linear_probing,0.929,0.642,0.919,0.998,0.873,0.943,0.864,0.919,0.923,0.926,MedSigLIP (linear probing) |
| vlm,vlm_general,MedSigLIP,zero_shot,0.656,0.523,0.517,0.572,0.559,0.648,0.525,0.405,0.429,0.82,MedSigLIP (zero shot) |
| vlm,vlm_general,SigLIP2-B,linear_probing,0.772,0.57,0.746,0.908,0.731,0.779,0.715,0.791,0.875,0.843,SigLIP2-B (linear probing) |
| vlm,vlm_general,SigLIP2-B,zero_shot,0.569,0.505,0.567,0.626,0.565,0.509,0.488,0.428,0.626,0.473,SigLIP2-B (zero shot) |
| vlm,vlm_ophthalmo,EyeCLIP,linear_probing,0.531,0.545,0.51,0.618,0.493,0.628,0.605,0.336,0.576,0.804,EyeCLIP (linear probing) |
| vlm,vlm_ophthalmo,EyeCLIP,zero_shot,0.503,0.45,0.508,0.423,0.502,0.592,0.423,0.627,0.511,0.606,EyeCLIP (zero shot) |
| vlm,vlm_ophthalmo,FLAIR,linear_probing,0.914,0.628,0.929,0.992,0.779,0.931,0.915,0.911,0.917,0.742,FLAIR (linear probing) |
| vlm,vlm_ophthalmo,FLAIR,zero_shot,0.73,0.469,0.933,0.624,0.702,0.856,0.396,0.527,0.797,0.901,FLAIR (zero shot) |
| vlm,vlm_ophthalmo,RET-CLIP,linear_probing,0.939,0.628,0.928,0.996,0.861,0.908,0.864,0.932,0.987,0.6,RET-CLIP (linear probing) |
| vlm,vlm_ophthalmo,RET-CLIP,zero_shot,0.733,0.526,0.659,0.772,0.735,0.811,0.677,0.614,0.527,0.705,RET-CLIP (zero shot) |
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