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

0.9661Client 1 Score

pFLFE

Updated 4d ago

Evaluation Results

Method
pFLFE 2024.06	0.9661	0.9185	0.9317	0.9381	0.93	0.9002	0.9661	0.9358	0.9232	0.0222
FC-pFLFE 2024.06	0.9633	0.8919	0.9072	0.9354	0.9376	0.8933	0.963	0.9274	0.9194	0.0282
Centralized 2024.06	0.9534	0.9425	0.9457	0.9532	0.9393	0.8987	0.9576	0.9415	0.9261	0.0185
LG-FedAvg 2024.06	0.953	0.842	0.8917	0.9237	0.9234	0.6138	0.9486	0.8709	0.7909	0.1106
FedAvg 2024.06	0.9379	0.9099	0.9246	0.5705	0.9037	0.8637	0.9171	0.8611	0.8617	0.1205
FedRep 2024.06	0.9342	0.9408	0.9449	0.7134	0.9161	0.8702	0.7873	0.8724	0.8751	0.083
FedProx 2024.06	0.9301	0.862	0.9273	0.7001	0.8801	0.8509	0.8743	0.8607	0.8567	0.0714
SCAFFOLD 2024.06	0.9281	0.8833	0.9097	0.7855	0.8981	0.8796	0.8524	0.8767	0.8802	0.0433
FedAvg 2024.06	0.9226	0.8863	0.9274	0.2009	0.9121	0.8669	0.8404	0.7938	0.8247	0.2438
LC-Fed 2024.06	0.9173	0.9422	0.9149	0.8041	0.9022	0.8761	0.7992	0.8794	0.8805	0.0525
Client1 Local 2024.06	0.9172	0.4025	0.5314	0.0009	0.7076	0.3811	0.0446	0.4265	0.4698	0.3072
FedProx 2024.06	0.9123	0.8824	0.8567	0.3301	0.8726	0.8821	0.8521	0.7983	0.8306	0.192
FedSM 2024.06	0.8995	0.8972	0.9216	0.8602	0.8251	0.8923	0.8659	0.8803	0.8733	0.0297
SCAFFOLD 2024.06	0.897	0.8703	0.9157	0.4001	0.8993	0.8975	0.8372	0.8167	0.8487	0.1717
APFL 2024.06	0.8762	0.8204	0.9338	0.8261	0.7253	0.7732	0.8341	0.827	0.7873	0.0623
Client3 Local 2024.06	0.8483	0.8062	0.9054	0.0155	0.8524	0.8187	0.5174	0.6806	0.7428	0.2957
Client6 Local 2024.06	0.8062	0.5368	0.3717	0.0037	0.5724	0.8815	0.6966	0.5527	0.6763	0.2746
Client5 Local 2024.06	0.7904	0.6635	0.8329	0.0051	0.9153	0.7997	0.5529	0.6514	0.7358	0.2857
Client2 Local 2024.06	0.7271	0.9001	0.8087	0.0002	0.7278	0.8218	0.5548	0.6486	0.7034	0.283
Ditto 2024.06	0.6747	0.883	0.9074	0.8335	0.846	0.735	0.9332	0.8304	0.788	0.0869
Client7 Local 2024.06	0.5465	0.831	0.7339	0.0709	0.6579	0.6412	0.9242	0.6294	0.6113	0.2559
Client4 Local 2024.06	0.061	0.1299	0.0572	0.9322	0.0157	0.1299	0.4265	0.2503	0.1814	0.3055