Retinal Segmentation on Retinal dataset low data similarity (test) benchmark leaderboard · SOTA2 Research

Retinal Segmentation on Retinal dataset low data similarity (test)

0.9161Client 1 DiceCentralized

Evaluation Results

Method	Links
Centralized2022.03		0.9161	0.876	0.8758	0.9022	0.851	0.9179	0.8898	0.9014
FedSM-extra2022.03		0.9134	0.8763	0.8841	0.9038	0.8483	0.9172	0.8905	0.9007
FedSM2022.03		0.9132	0.8769	0.8865	0.9041	0.8483	0.9195	0.8914	0.9028
FedAvg2022.03		0.8847	0.8679	0.8667	0.9015	0.7877	0.9172	0.871	0.8923
Local2022.03		0.8835	0.3331	0.7345	0.4933	0.3408	0.7015	0.5811	0.5902
FedProx2022.03		0.8635	0.8522	0.8547	0.8952	0.6852	0.9095	0.8434	0.8749
Scaffold2022.03		0.838	0.8513	0.8215	0.8935	0.5671	0.913	0.8141	0.8625
Local2022.03		0.8337	0.3402	0.8766	0.601	0.3644	0.7794	0.6326	0.6594
Local2022.03		0.7908	0.6649	0.7325	0.7681	0.3742	0.915	0.7076	0.7877
Local2022.03		0.5241	0.1584	0.3953	0.2039	0.8223	0.6222	0.4544	0.4662
Local2022.03		0.5108	0.8574	0.2457	0.9008	0.2361	0.6822	0.5888	0.691
Local2022.03		0.2346	0.862	0.0886	0.7751	0.1791	0.4106	0.425	0.505