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ResearchFormerly WizWand

Medical Image Classification on OCT

96.34ResNet AccuracyMH-pFLGB

Evaluation results

Method	Links
MH-pFLGB2024.06		96.34	95.07	99.5	98.64	88.24	85.39	96.72	95.73	97.14	96.39	96.74	80.55	90.88	90.2	94.96	92.88	95.06	91.86
KT-PFL2024.06		95.32	93.92	96.5	96.3	85.94	84.66	91.36	90.67	95.5	94.3	96.22	80.99	90.38	87.94	92.7	90.22	92.99	89.88
pFedDF2024.06		93.64	91.52	92	91.3	88.1	83.27	86.3	82.39	94.1	89.52	93.1	72.49	89.7	88.29	96.1	92.34	91.63	86.39
Only Local Training2024.06		91.62	90.99	89.22	89.18	86.94	82.53	84.72	83.61	93.88	93.11	91.4	72.36	90.54	90	92.62	90.77	90.12	86.57
FedMD2024.06		88.28	83.49	88.56	85.31	82.46	78.22	82.54	80.21	85.52	83.21	92.54	75.42	92.54	91.19	95.52	92.93	88.5	83.75
FedDF2024.06		85.4	82.29	91.3	89.36	86.5	82.41	80.54	77.49	89.26	87.33	91.78	73.61	89.58	88.31	96.3	93.08	88.83	84.24
DS-PFL2024.06		84.32	80.79	86.4	86.04	87.4	83.56	83.5	74.49	88.74	88.21	89.98	75.32	85.92	82.64	88.14	87.31	86.8	82.3