Table 5.
Comparison of the classification results of pulmonary nodules by BP neural network.
| Feature extraction method | Accuracy | Sensitivity | Specificity | Precision | F1 Score |
|---|---|---|---|---|---|
| VLDTP | 0.875 | 0.8889 | 0.8614 | 0.8627 | 0.8756 |
| VLDTP+ Gray histogram | 0.88 | 0.89 | 0.87 | 0.87.25 | 0.8812 |
| 3D-GLCM | 0.77 | 0.8333 | 0.6957 | 0.7964 | 0.7627 |
| 3D-GLCM+ Gray histogram | 0.86 | 0.8687 | 0.8515 | 0.8515 | 0.86 |
3D-GLCM, 3-Dimensional Gray-Level Co-Occurrence Matrix, VLDTP, Volume Local Direction Ternary Pattern.