Table 3: Performance comparison of chest X-ray pneumonia classification results.
Methods | Accuracy[%] | F1-Score[%] | Normal | Pneumonia |
Precision[%] | Recall[%] | Precision[%] | Recall[%] |
Baseline (StyleGAN 0%) | 88.88±2.23 | 87.79±2.76 | 93.59±4.89 | 89.65±4.94 | 81.03±10.69 | 89.55±6.44 |
StyleGAN 25% | 91.83±0.34 | 91.21±0.34 | 94.56±1.58 | 92.56±1.12 | 87.26±2.27 | 90.71±2.26 |
StyleGAN 50% | 89.74±0.79 | 88.65±1.10 | 96.00±3.84 | 88.82±3.55 | 79.32±7.44 | 93.09±5.29 |
StyleGAN 75% | 89.55±1.27 | 88.65±1.43 | 93.90±2.82 | 89.96±2.34 | 82.31±5.00 | 89.35±3.89 |
StyleGAN 100% | 87.37±1.62 | 85.76±1.98 | 96.56±0.77 | 85.26±2.05 | 72.05±4.51 | 92.66±1.45 |