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. 2021 Jun 30;9:95730–95753. doi: 10.1109/ACCESS.2021.3093633

TABLE 3. Comparison of Performance Results for COVID-19 Detection.

Classes Standalone scheme without GAN Standalone scheme with GAN FL scheme without GAN Our advanced FL scheme
Precision Sensitivity F1-score Precision Sensitivity F1-score Precision Sensitivity F1-score Precision Sensitivity F1-score
COVID-19 0.891 0.865 0.921 0.914 0.872 0.927 0.950 0.973 0.986 0.983 0.993 0.995
Normal 0.820 0.996 0.833 0.928 1 0.980 0.936 0.981 0.944 0.946 1 0.962
Pneumonia 0.822 0.448 0.601 0.912 0.964 0.963 0.942 0.796 0.884 0.964 0.854 0.918