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. 2022 Mar 15;16:843566. doi: 10.3389/fninf.2022.843566

TABLE 4.

Classification performance obtained using different methods.

Method Validation set (%)
Testing set (%)
ACC SEN SPE AUC ACC SEN SPE AUC
GAN 73.08 71.43 75.00 79.17 73.79 75.00 70.37 82.46
FF-GAN 73.08 71.43 75.00 79.17 77.67 76.32 81.48 85.04
GAN+fine-tune 76.92 78.57 75.00 83.93 77.67 76.32 81.48 84.60
Ours (FF-GAN+fine-tune) 76.92 78.57 75.00 87.50 79.61 78.95 81.48 85.19
p2pGAN 73.08 71.43 75.00 79.17 73.79 72.37 77.78 83.09
FF-p2pGAN 73.08 71.43 75.00 79.17 77.67 76.32 81.48 82.70
p2pGAN+fine-tune 76.92 78.57 75.00 86.31 77.67 78.95 74.07 86.79
Ours (FF-p2pGAN+fine-tune) 76.92 78.57 75.00 86.90 78.64 72.37 96.30 84.89

The bold values mean the best results.