Table 7. Comparison of the proposed method (SegNet) to the previously reported A-line CNN-based approach [18]. In almost all cases, the new method outperformed, with particularly large improvements in sensitivity, Dice, and Jaccard. Using the Wilcoxon signed-rank test, we determined statistically significant differences (p < 0.05) between the two methods in many instances, as indicated by an asterisk (*).
Classes | Sensitivity (%) | Specificity (%) | Dice | Jaccard | |
---|---|---|---|---|---|
Fibrolipidic | Previous Method | 69.3 ± 15.7 | 92.3 ± 4.3 | 0.737 ± 0.103 | 0.593 ± 0.124 |
Current Method | 90.1 ± 3.9* | 84.3 ± 6.6* | 0.827 ± 0.057* | 0.733 ± 0.073* | |
Fibrocalcific | Previous Method | 75.1 ± 16.2 | 94.4 ± 3.6 | 0.721 ± 0.120 | 0.576 ± 0.147 |
Current Method | 92.9 ± 4.5* | 76.4 ± 6.2* | 0.897 ± 0.038* | 0.827 ± 0.057* | |
Other | Previous Method | 89.2 ± 3.6 | 79.2 ± 7.4 | 0.866 ± 0.034 | 0.766 ± 0.053 |
Current Method | 87.9 ± 3.2 | 80.0 ± 6.9 | 0.907 ± 0.023* | 0.836 ± 0.036* |