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 |