Classifier | Feature subset | Specificity | Sensitivity | Accuracy | AUC |
---|---|---|---|---|---|
SVM | Morphology | 0.278 | 0.817 | 67.74 | 0.526 |
Morphology + Texture | 0.444 | 0.851 | 69.89 | 0.602 | |
ADC + SER | 0.722 | 0.926 | 81.72 | 0.781 | |
Morphology + Kinetic | 0.5 | 0.875 | 77.42 | 0.67 | |
Morphology + ADC | 0.611 | 0.903 | 81.72 | 0.739 | |
Morphology + Texture + Kinetic | 0.556 | 0.882 | 75.27 | 0.678 | |
Entire *% | 0.722 30% | 0.924 4.8% | 79.57 5.7% | 0.768 13.3% | |
KNN | Morphology | 0.5 | 0.85 | 64.52 | 0.569 |
Morphology + Texture | 0.444 | 0.844 | 66.67 | 0.619 | |
ADC + SER | 0.722 | 0.917 | 73.12 | 0.784 | |
Morphology + Kinetic | 0.556 | 0.867 | 66.67 | 0.66 | |
Morphology + ADC | 0.611 | 0.892 | 74.19 | 0.794 | |
Morphology + Texture + Kinetic | 0.611 | 0.887 | 70.97 | 0.666 | |
Entire *% | 0.611 0% | 0.899 1.4% | 78.49 10.6% | 0.744 11.7% | |
Random Forest | Morphology | 0.556 | 0.871 | 68.82 | 0.604 |
Morphology + Texture | 0.667 | 0.864 | 53.76 | 0.609 | |
ADC + SER | 0.667 | 0.9 | 70.97 | 0.764 | |
Morphology + Kinetic | 0.611 | 0.885 | 69.89 | 0.713 | |
Morphology + ADC | 0.667 | 0.91 | 78.49 | 0.8 | |
Morphology + Texture + Kinetic | 0.667 | 0.906 | 75.27 | 0.722 | |
Entire *% | 0.722 8.3% | 0.912 1% | 69.89 -7.2% | 0.787 9% | |
Average | Morphology | 0.445 | 0.846 | 67.03 | 0.566 |
Morphology + Texture | 0.518 | 0.853 | 63.44 | 0.61 | |
ADC + SER | 0.703 | 0.914 | 75.27 | 0.776 | |
Morphology + Kinetic | 0.556 | 0.876 | 71.33 | 0.681 | |
Morphology + ADC | 0.630 | 0.873 | 78.13 | 0.778 | |
Morphology + Texture + Kinetic | 0.611 | 0.892 | 73.84 | 0.689 | |
Entire *% | 0.685 12.1% | 0.912 2.2% | 75.98 2.9% | 0.766 11.2% |