Medical Image Segmentation on Fundus Photography Images (REFUGE Metrics) benchmark leaderboard · SOTA2 Research

Medical Image Segmentation on Fundus Photography Images (REFUGE Metrics)

89.67REFUGE ScoreFedIT

Evaluation Results

Method	Links
FedIT2026.06		89.67	85.8	80	41.52	74.25
Ours2026.06		89.61	86.48	80.3	86.43	85.7
FlexLoRA2026.06		89.48	86.19	78.35	71.87	81.47
FRLoRA2026.06		89.42	84.75	78.78	59.77	78.18
FedSA2026.06		89.39	86.04	79.36	83.91	84.68
FlexLoRA2026.06		89.38	85.4	77.53	65.72	79.51
FFA-LoRA2026.06		89.34	80.95	72.46	26.82	67.39
FFA-LoRA2026.06		89.27	81.12	72.6	29.07	68.02
LoRA-FAIR2026.06		89.24	84.78	77.86	70.78	80.67
Ours2026.06		89	85.47	78.15	85.43	84.52
FRLoRA2026.06		88.9	84.69	77.21	60.55	77.83
FedIT2026.06		88.85	84.6	78.15	57.74	77.33
FedDPA2026.06		88.76	84.61	73.65	77.42	81.11
LoRA-FAIR2026.06		88.73	86.51	75.46	64.78	78.87
FedSA2026.06		88.69	83.67	79.15	80.64	83.04
FedDPA2026.06		88.08	84.7	72.75	78.28	80.95
FLoRA2026.06		83.44	83.37	71.99	74.84	78.41
FLoRA2026.06		79.89	80.98	69.5	71.71	75.52