Table 7.
Results of Scenario1 and Scenario2 for the breast cancer classification task on dataset ICIAR2018.
Method | Class | Precision (%) | Recall (%) | F1-Score (%) | Support | Accuracy (%) | Sensitivity (%) | Specificity (%) |
---|---|---|---|---|---|---|---|---|
Scenario1 with Xception | invasive | 79.4 | 74.04 | 76.63 | 5093 | 82.48 | 74.04 | 85.77 |
in situ | 84.67 | 82.35 | 83.49 | 5098 | ||||
benign | 82.12 | 88.08 | 85 | 5085 | ||||
normal | 85 | 86.9 | 85.94 | 5089 | ||||
macro-avg | 82.7975 | 82.8425 | 82.765 | 20365 | ||||
weighted-avg | 82.798 | 82.840 | 82.764 | 20365 | ||||
Scenario2 with Xception | invasive | 98.88 | 98.55 | 98.72 | 5093 | 99 | 98.55 | 99.14 |
in situ | 99.6 | 98.56 | 99.08 | 5098 | ||||
benign | 98.06 | 99.6 | 98.83 | 5085 | ||||
normal | 99.47 | 99.27 | 99.37 | 5089 | ||||
macro-avg | 99.003 | 98.995 | 99 | 20365 | ||||
weighted-avg | 99.003 | 98.995 | 99.000 | 20365 |