Table 4: Performance comparison of abdominal CT focal liver lesion classification results. (Sens.: Sensitivity, Spec.: Specificity)

Methods Accuracy [%] F1-Score [%] Cyst Hemgnaioma Metastasis
Sens. [%] Spec. [%] Sens. [%] Spec. [%] Sens. [%] Spec. [%]
Baseline (StyleGAN 0%) 72.25±1.01 60.71±1.12 85.63±2.11 82.01±1.74 29.33±1.49 89.46±1.95 69.40±1.22 84.94±0.69
StyleGAN 25% 73.42±1.89 62.66±3.47 87.34±1.50 80.67±1.29 33.33±11.79 91.55±3.35 69.53±3.31 85.06±2.59
StyleGAN 50% 73.16±1.73 61.97±1.76 85.78±2.17 77.88±1.40 28.00±5.58 94.58±2.81 71.41±2.91 82.41±1.04
StyleGAN 75% 71.14±0.99 59.63±1.38 81.41±1.69 78.10±1.45 24.67±8.69 95.52±2.46 71.68±2.70 76.58±1.61
StyleGAN 100% 40.98±0.87 35.75±9.04 56.88±24.33 64.47±36.08 57.33±32.09 62.45±21.16 24.03±13.56 91.39±5.27