TABLE 5.
Classification performance in complete data experiments by fivefold cross validation.
Method | Validation set (%) |
Testing set (%) |
||||||
ACC | SEN | SPE | AUC | ACC | SEN | SPE | AUC | |
GAN | 76.65 | 76.69 | 76.61 | 85.32 | 73.79 | 75.00 | 70.37 | 75.97 |
FF-GAN | 81.71 | 78.19 | 85.48 | 89.02 | 82.52 | 85.53 | 74.07 | 88.99 |
GAN+fine-tune | 83.27 | 78.95 | 87.90 | 90.75 | 80.58 | 82.89 | 74.07 | 88.00 |
Ours (FF-GAN+fine-tune) | 85.21 | 79.70 | 91.13 | 93.64 | 84.47 | 85.53 | 81.48 | 92.81 |
The bold values mean the best results.