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. 2024 Jul 24;14:17037. doi: 10.1038/s41598-024-66874-5

Table 6.

Classification results of the EfficientNet model.

Datasets Real vs generated images ratio Training accuracy (%) Training loss (%) Validation accuracy (%) Validation loss (%)
Without GAN 1:0 99.083 0.023 88.667 0.948
With GAN 9:1 99.542 0.015 87.167 0.994
8:2 99.625 0.012 82.500 1.262
7:3 99.667 0.014 80.167 1.319
6:4 99.375 0.020 75.000 1.378
5:5 99.458 0.015 73.167 2.063
4:6 99.958 0.013 68.000 2.128
3:7 99.458 0.028 61.167 2.201
2:8 99.917 0.014 58.500 2.468