Table 4.
Results using several models trained with different datasets (D1 is the original dataset, D2 is D1 augmented using elastic deformations, D3 is D1 augmented using geometric and color transformations, and D4 is the combination of D2 and D3) for the ISBI challenge
Accuracy | F1-score | Precision | Recall | Specificity | Balanced accuracy | |
---|---|---|---|---|---|---|
D 1 | 0.90 | 0.94 | 0.93 | 0.94 | 0.76 | 0.85 |
D 2 | 0.90 | 0.94 | 0.94 | 0.94 | 0.77 | 0.855 |
D 3 | 0.90 | 0.94 | 0.95 | 0.92 | 0.82 | 0.87 |
D 4 | 0.91 | 0.94 | 0.94 | 0.94 | 0.78 | 0.86 |