model_type,model,method,task,mobile_auc,standard_auc,mobile_ece,standard_ece,mobile_auc_gap,mobile_ece_delta
cv_general,facebook/dinov2-large,linear_probing,binary_dr,0.752,0.905,0.221,0.187,0.153,0.034
cv_general,facebook/dinov2-large,linear_probing,glaucoma,0.76,0.756,0.286,0.265,-0.003,0.021
cv_general,facebook/dinov2-large,linear_probing,referable_dr,0.807,0.869,0.229,0.196,0.062,0.033
cv_general,facebook/dinov3-vitl16-pretrain-lvd1689m,linear_probing,binary_dr,0.775,0.89,0.226,0.185,0.114,0.041
cv_general,facebook/dinov3-vitl16-pretrain-lvd1689m,linear_probing,glaucoma,0.747,0.736,0.297,0.253,-0.011,0.045
cv_general,facebook/dinov3-vitl16-pretrain-lvd1689m,linear_probing,referable_dr,0.863,0.85,0.25,0.193,-0.013,0.057
cv_general,google/vit-large-patch16-224,linear_probing,binary_dr,0.665,0.876,0.2,0.176,0.211,0.024
cv_general,google/vit-large-patch16-224,linear_probing,glaucoma,0.715,0.733,0.285,0.238,0.018,0.048
cv_general,google/vit-large-patch16-224,linear_probing,referable_dr,0.743,0.854,0.224,0.175,0.111,0.05
cv_ophthalmo,VisionFM-Fundus,linear_probing,binary_dr,0.744,0.917,0.195,0.117,0.173,0.078
cv_ophthalmo,VisionFM-Fundus,linear_probing,glaucoma,0.784,0.826,0.263,0.222,0.042,0.04
cv_ophthalmo,VisionFM-Fundus,linear_probing,referable_dr,0.847,0.868,0.186,0.113,0.021,0.073
cv_ophthalmo,YukunZhou/RETFound_dinov2_meh,linear_probing,binary_dr,0.5,0.5,0.241,0.262,0.0,-0.021
cv_ophthalmo,YukunZhou/RETFound_dinov2_meh,linear_probing,glaucoma,0.5,0.5,0.329,0.278,0.0,0.051
cv_ophthalmo,YukunZhou/RETFound_dinov2_meh,linear_probing,referable_dr,0.5,0.5,0.286,0.33,0.0,-0.044
cv_ophthalmo,YukunZhou/RETFound_dinov2_shanghai,linear_probing,binary_dr,0.5,0.5,0.241,0.262,0.0,-0.021
cv_ophthalmo,YukunZhou/RETFound_dinov2_shanghai,linear_probing,glaucoma,0.5,0.5,0.329,0.278,0.0,0.051
cv_ophthalmo,YukunZhou/RETFound_dinov2_shanghai,linear_probing,referable_dr,0.5,0.5,0.286,0.33,0.0,-0.044
cv_ophthalmo,YukunZhou/RETFound_mae_meh,linear_probing,binary_dr,0.515,0.764,0.232,0.211,0.249,0.021
cv_ophthalmo,YukunZhou/RETFound_mae_meh,linear_probing,glaucoma,0.543,0.56,0.326,0.249,0.017,0.077
cv_ophthalmo,YukunZhou/RETFound_mae_meh,linear_probing,referable_dr,0.556,0.773,0.273,0.226,0.217,0.048
cv_ophthalmo,YukunZhou/RETFound_mae_natureCFP,linear_probing,binary_dr,0.532,0.78,0.224,0.196,0.249,0.028
cv_ophthalmo,YukunZhou/RETFound_mae_natureCFP,linear_probing,glaucoma,0.537,0.611,0.318,0.239,0.074,0.079
cv_ophthalmo,YukunZhou/RETFound_mae_natureCFP,linear_probing,referable_dr,0.584,0.797,0.262,0.206,0.213,0.056
cv_ophthalmo,YukunZhou/RETFound_mae_natureOCT,linear_probing,binary_dr,0.509,0.753,0.227,0.171,0.244,0.056
cv_ophthalmo,YukunZhou/RETFound_mae_natureOCT,linear_probing,glaucoma,0.562,0.609,0.329,0.237,0.047,0.092
cv_ophthalmo,YukunZhou/RETFound_mae_natureOCT,linear_probing,referable_dr,0.589,0.777,0.256,0.179,0.188,0.077
cv_ophthalmo,YukunZhou/RETFound_mae_shanghai,linear_probing,binary_dr,0.524,0.787,0.229,0.195,0.263,0.034
cv_ophthalmo,YukunZhou/RETFound_mae_shanghai,linear_probing,glaucoma,0.56,0.57,0.323,0.245,0.01,0.078
cv_ophthalmo,YukunZhou/RETFound_mae_shanghai,linear_probing,referable_dr,0.595,0.783,0.269,0.213,0.189,0.057
mllm_general,Qwen/Qwen3-VL-8B-Instruct,base,binary_dr,0.656,0.793,0.724,0.387,0.136,0.338
mllm_general,Qwen/Qwen3-VL-8B-Instruct,base,glaucoma,0.411,0.723,0.172,0.152,0.312,0.02
mllm_general,Qwen/Qwen3-VL-8B-Instruct,base,referable_dr,0.727,0.748,0.516,0.413,0.021,0.104
mllm_general,google/gemma-3-27b-it,base,binary_dr,0.599,0.653,0.75,0.557,0.054,0.193
mllm_general,google/gemma-3-27b-it,base,glaucoma,0.532,0.691,0.289,0.44,0.158,-0.15
mllm_general,google/gemma-3-27b-it,base,referable_dr,0.69,0.633,0.733,0.653,-0.057,0.08
mllm_general,llava-hf/llama3-llava-next-8b-hf,base,binary_dr,0.558,0.65,0.239,0.294,0.092,-0.056
mllm_general,llava-hf/llama3-llava-next-8b-hf,base,glaucoma,0.523,0.581,0.171,0.222,0.058,-0.05
mllm_general,llava-hf/llama3-llava-next-8b-hf,base,referable_dr,0.54,0.57,0.193,0.21,0.03,-0.017
mllm_medical,google/medgemma-1.5-4b-it,base,binary_dr,0.756,0.886,0.197,0.176,0.13,0.021
mllm_medical,google/medgemma-1.5-4b-it,base,glaucoma,0.564,0.757,0.165,0.169,0.194,-0.004
mllm_medical,google/medgemma-1.5-4b-it,base,referable_dr,0.857,0.829,0.168,0.196,-0.028,-0.028
mllm_medical,google/medgemma-27b-it,base,binary_dr,0.808,0.89,0.126,0.188,0.082,-0.062
mllm_medical,google/medgemma-27b-it,base,glaucoma,0.371,0.573,0.171,0.174,0.202,-0.003
mllm_medical,google/medgemma-27b-it,base,referable_dr,0.858,0.847,0.086,0.225,-0.011,-0.139
mllm_medical,google/medgemma-4b-it,base,binary_dr,0.76,0.874,0.166,0.233,0.115,-0.067
mllm_medical,google/medgemma-4b-it,base,glaucoma,0.512,0.768,0.18,0.189,0.256,-0.009
mllm_medical,google/medgemma-4b-it,base,referable_dr,0.862,0.848,0.127,0.242,-0.014,-0.115
vlm_general,google/medsiglip-448,linear_probing,binary_dr,0.835,0.956,0.166,0.092,0.12,0.074
vlm_general,google/medsiglip-448,linear_probing,glaucoma,0.865,0.834,0.228,0.198,-0.031,0.03
vlm_general,google/medsiglip-448,linear_probing,referable_dr,0.92,0.926,0.135,0.085,0.006,0.05
vlm_general,google/medsiglip-448,zero_shot,binary_dr,0.606,0.571,0.055,0.212,-0.034,-0.157
vlm_general,google/medsiglip-448,zero_shot,glaucoma,0.348,0.495,0.485,0.275,0.147,0.21
vlm_general,google/medsiglip-448,zero_shot,referable_dr,0.723,0.664,0.063,0.153,-0.059,-0.09
vlm_general,google/siglip2-base-patch16-224,linear_probing,binary_dr,0.71,0.846,0.251,0.216,0.136,0.036
vlm_general,google/siglip2-base-patch16-224,linear_probing,glaucoma,0.718,0.682,0.308,0.258,-0.036,0.05
vlm_general,google/siglip2-base-patch16-224,linear_probing,referable_dr,0.764,0.815,0.275,0.24,0.051,0.035
vlm_general,google/siglip2-base-patch16-224,zero_shot,binary_dr,0.545,0.558,0.512,0.457,0.013,0.055
vlm_general,google/siglip2-base-patch16-224,zero_shot,glaucoma,0.557,0.469,0.164,0.218,-0.088,-0.054
vlm_general,google/siglip2-base-patch16-224,zero_shot,referable_dr,0.592,0.584,0.076,0.169,-0.008,-0.093
vlm_general,openai/clip-vit-base-patch32,linear_probing,binary_dr,0.681,0.854,0.244,0.209,0.173,0.035
vlm_general,openai/clip-vit-base-patch32,linear_probing,glaucoma,0.735,0.696,0.309,0.263,-0.038,0.046
vlm_general,openai/clip-vit-base-patch32,linear_probing,referable_dr,0.73,0.842,0.261,0.226,0.111,0.036
vlm_general,openai/clip-vit-base-patch32,zero_shot,binary_dr,0.596,0.493,0.222,0.287,-0.103,-0.065
vlm_general,openai/clip-vit-base-patch32,zero_shot,glaucoma,0.577,0.494,0.396,0.432,-0.083,-0.037
vlm_general,openai/clip-vit-base-patch32,zero_shot,referable_dr,0.551,0.525,0.289,0.339,-0.025,-0.049
vlm_ophthalmo,EyeCLIP,linear_probing,binary_dr,0.499,0.606,0.238,0.254,0.106,-0.016
vlm_ophthalmo,EyeCLIP,linear_probing,glaucoma,0.484,0.508,0.328,0.275,0.024,0.054
vlm_ophthalmo,EyeCLIP,linear_probing,referable_dr,0.495,0.614,0.284,0.323,0.119,-0.04
vlm_ophthalmo,EyeCLIP,zero_shot,binary_dr,0.48,0.471,0.206,0.237,-0.009,-0.032
vlm_ophthalmo,EyeCLIP,zero_shot,glaucoma,0.517,0.503,0.138,0.133,-0.014,0.004
vlm_ophthalmo,EyeCLIP,zero_shot,referable_dr,0.51,0.575,0.33,0.354,0.065,-0.024
vlm_ophthalmo,FLAIR,linear_probing,binary_dr,0.753,0.951,0.175,0.075,0.198,0.1
vlm_ophthalmo,FLAIR,linear_probing,glaucoma,0.74,0.831,0.268,0.204,0.091,0.064
vlm_ophthalmo,FLAIR,linear_probing,referable_dr,0.846,0.865,0.162,0.111,0.019,0.05
vlm_ophthalmo,FLAIR,zero_shot,binary_dr,0.706,0.858,0.259,0.191,0.152,0.068
vlm_ophthalmo,FLAIR,zero_shot,glaucoma,0.611,0.467,0.171,0.302,-0.144,-0.131
vlm_ophthalmo,FLAIR,zero_shot,referable_dr,0.788,0.798,0.123,0.266,0.011,-0.143
vlm_ophthalmo,RET-CLIP,linear_probing,binary_dr,0.826,0.946,0.166,0.104,0.119,0.062
vlm_ophthalmo,RET-CLIP,linear_probing,glaucoma,0.856,0.838,0.24,0.173,-0.018,0.066
vlm_ophthalmo,RET-CLIP,linear_probing,referable_dr,0.901,0.842,0.15,0.088,-0.059,0.062
vlm_ophthalmo,RET-CLIP,zero_shot,binary_dr,0.724,0.796,0.131,0.224,0.073,-0.093
vlm_ophthalmo,RET-CLIP,zero_shot,glaucoma,0.683,0.605,0.044,0.084,-0.078,-0.04
vlm_ophthalmo,RET-CLIP,zero_shot,referable_dr,0.798,0.628,0.342,0.374,-0.171,-0.032