FOCUS-Retinal-Benchmark / data /method_task_metric_summary.csv
dsrestrepo's picture
Publish static FOCUS benchmark with redesigned research dashboard
be53f07 verified
Raw History Blame Contribute Delete
1.6 kB
task,method_group,auc,auprc,accuracy,ece
binary_dr,"cv linear_probing
domain_specialized",0.69,0.537,0.72,0.206
binary_dr,"cv linear_probing
general",0.867,0.782,0.813,0.188
binary_dr,"mllm base
domain_specialized",0.868,0.707,0.791,0.194
binary_dr,"mllm base
general",0.685,0.457,0.521,0.435
binary_dr,"vlm linear_probing
domain_specialized",0.814,0.702,0.78,0.151
binary_dr,"vlm zero_shot
domain_specialized",0.698,0.522,0.747,0.215
binary_dr,"vlm linear_probing
general",0.865,0.784,0.819,0.179
binary_dr,"vlm zero_shot
general",0.547,0.346,0.477,0.311
glaucoma,"cv linear_probing
domain_specialized",0.591,0.312,0.707,0.263
glaucoma,"cv linear_probing
general",0.742,0.471,0.712,0.259
glaucoma,"mllm base
domain_specialized",0.656,0.47,0.816,0.176
glaucoma,"mllm base
general",0.63,0.418,0.73,0.259
glaucoma,"vlm linear_probing
domain_specialized",0.719,0.527,0.721,0.23
glaucoma,"vlm zero_shot
domain_specialized",0.541,0.266,0.757,0.162
glaucoma,"vlm linear_probing
general",0.745,0.474,0.717,0.248
glaucoma,"vlm zero_shot
general",0.488,0.226,0.516,0.317
referable_dr,"cv linear_probing
domain_specialized",0.697,0.363,0.765,0.233
referable_dr,"cv linear_probing
general",0.85,0.556,0.858,0.194
referable_dr,"mllm base
domain_specialized",0.844,0.7,0.775,0.208
referable_dr,"mllm base
general",0.651,0.393,0.517,0.433
referable_dr,"vlm linear_probing
domain_specialized",0.77,0.528,0.776,0.178
referable_dr,"vlm zero_shot
domain_specialized",0.672,0.36,0.44,0.322
referable_dr,"vlm linear_probing
general",0.853,0.544,0.845,0.189
referable_dr,"vlm zero_shot
general",0.596,0.314,0.654,0.209