Optic Disc/Cup Segmentation on 7 datasets Optic Disc/Cup (test)

0.9661Client 1 ScorepFLFE

Evaluation results

Method
pFLFE2024.06	0.9661	0.9185	0.9317	0.9381	0.93	0.9002	0.9661	0.9358	0.9232	0.0222
FC-pFLFE2024.06	0.9633	0.8919	0.9072	0.9354	0.9376	0.8933	0.963	0.9274	0.9194	0.0282
Centralized2024.06	0.9534	0.9425	0.9457	0.9532	0.9393	0.8987	0.9576	0.9415	0.9261	0.0185
LG-FedAvg2024.06	0.953	0.842	0.8917	0.9237	0.9234	0.6138	0.9486	0.8709	0.7909	0.1106
FedAvg2024.06	0.9379	0.9099	0.9246	0.5705	0.9037	0.8637	0.9171	0.8611	0.8617	0.1205
FedRep2024.06	0.9342	0.9408	0.9449	0.7134	0.9161	0.8702	0.7873	0.8724	0.8751	0.083
FedProx2024.06	0.9301	0.862	0.9273	0.7001	0.8801	0.8509	0.8743	0.8607	0.8567	0.0714
SCAFFOLD2024.06	0.9281	0.8833	0.9097	0.7855	0.8981	0.8796	0.8524	0.8767	0.8802	0.0433
FedAvg2024.06	0.9226	0.8863	0.9274	0.2009	0.9121	0.8669	0.8404	0.7938	0.8247	0.2438
LC-Fed2024.06	0.9173	0.9422	0.9149	0.8041	0.9022	0.8761	0.7992	0.8794	0.8805	0.0525
Client1 Local2024.06	0.9172	0.4025	0.5314	0.0009	0.7076	0.3811	0.0446	0.4265	0.4698	0.3072
FedProx2024.06	0.9123	0.8824	0.8567	0.3301	0.8726	0.8821	0.8521	0.7983	0.8306	0.192
FedSM2024.06	0.8995	0.8972	0.9216	0.8602	0.8251	0.8923	0.8659	0.8803	0.8733	0.0297
SCAFFOLD2024.06	0.897	0.8703	0.9157	0.4001	0.8993	0.8975	0.8372	0.8167	0.8487	0.1717
APFL2024.06	0.8762	0.8204	0.9338	0.8261	0.7253	0.7732	0.8341	0.827	0.7873	0.0623
Client3 Local2024.06	0.8483	0.8062	0.9054	0.0155	0.8524	0.8187	0.5174	0.6806	0.7428	0.2957
Client6 Local2024.06	0.8062	0.5368	0.3717	0.0037	0.5724	0.8815	0.6966	0.5527	0.6763	0.2746
Client5 Local2024.06	0.7904	0.6635	0.8329	0.0051	0.9153	0.7997	0.5529	0.6514	0.7358	0.2857
Client2 Local2024.06	0.7271	0.9001	0.8087	0.0002	0.7278	0.8218	0.5548	0.6486	0.7034	0.283
Ditto2024.06	0.6747	0.883	0.9074	0.8335	0.846	0.735	0.9332	0.8304	0.788	0.0869
Client7 Local2024.06	0.5465	0.831	0.7339	0.0709	0.6579	0.6412	0.9242	0.6294	0.6113	0.2559
Client4 Local2024.06	0.061	0.1299	0.0572	0.9322	0.0157	0.1299	0.4265	0.2503	0.1814	0.3055