Fundus Segmentation on Fundus (test) benchmark leaderboard · SOTA2 Research

Fundus Segmentation on Fundus (test)

88.14Client 1 ScoreFedCLAM

Evaluation Results

Method	Links
FedCLAM2025.06		88.14	90.3	91.66	85.17	88.82	2.83	—	—
FedCE2023.03		87.22	87.36	87.93	89.66	82.92	14.03	54.42	90.92
FedCI2023.03		87.02	86.93	87.35	88.53	80.17	19.24	40.99	90.22
FedCE2023.03		86.73	87.45	87.51	89.26	83.08	12.7	57.3	90.25
Standalone2023.03		86.69	85.51	86.21	89.91	86.51	3.95	79.77	90.98
q-FedAvg2023.03		86.24	86.97	87.37	89.13	80.85	17.8	44.68	90.72
FedDyn2025.06		85.78	90.28	90.87	83.05	87.49	3.73	—	—
CFFL2023.03		85.72	86.29	86.96	88.62	79.81	19.02	41.12	90.16
FedEvi2025.06		85.48	91.07	92.2	82.97	87.93	4.42	—	—
FedProx2025.06		84.24	91.62	92.21	82.71	87.69	4.91	—	—
CGSV2023.03		83.46	85.57	85.47	88.48	77.96	21.8	33.79	91.01
FedAvgM2025.06		81.58	90.52	90.55	80.81	85.86	5.4	—	—
FedSAM2025.06		81.44	91.42	90.69	80.64	86.05	5.8	—	—
FedAvg2023.03		81.34	85.21	83.28	88.16	78.27	18.66	40.81	90.79
HarmoFL2025.06		80.55	91.52	91.13	80.82	86	6.14	—	—
FedFA2025.06		79.56	91.77	91.69	82.1	86.28	6.37	—	—
FedAvg2025.06		74.53	90.83	90.8	82.71	84.72	7.79	—	—