TABLE 6. Comparison between different state-of-the-art algorithms using sequential mammograms for the classification of breast masses as benign or malignant.
| Method | Dataset | Classifier | AUC |
|---|---|---|---|
| Hadjiiski et al. [44] | 140 pairs | LDA | 0.88 |
| Timp et al. [14] | 465 pairs | SVM | 0.77 |
| Bozek et al. [45] | 60 pairs | LDA | 0.9 |
| Ma et al. [47] | 95 pairs | LDA | 0.90 |
| Kooi and Karssemeijer [17] | 18366 cases | CNN | 0.88 |
| Proposed Temporal Analysis | 80 cases | NN | 0.92 |
| Proposed Temporal Subtraction | 80 cases | NN | 0.98 |