Table 2 Disease distribution and number included in six training sessions.
From: Towards precision medicine based on a continuous deep learning optimization and ensemble approach
Project name | First | Second | Third | ||||||
|---|---|---|---|---|---|---|---|---|---|
Total | Train | NT | Total | Train | NT | Total | Train | NT | |
Number of recordings | 83 | 44 | 39 | 81 | 46 | 35 | 85 | 40 | 45 |
Body parts | |||||||||
Left | 43 | 19 | 24 | 37 | 22 | 15 | 43 | 20 | 23 |
Right | 40 | 25 | 15 | 44 | 24 | 20 | 42 | 20 | 22 |
Benign | 61 | 22 | 39 | 59 | 24 | 35 | 68 | 23 | 45 |
Acute suppurative mastitis | NA | NA | NA | NA | NA | NA | 1 | 0 | 1 |
Granulomatous lobular mastitis | 1 | NA | 1 | NA | NA | NA | 2 | 1 | 1 |
Intraductal papilloma of the breast | 1 | 1 | NA | 3 | 2 | 1 | 3 | 2 | 1 |
Mammary plasma cell mastitis | 2 | 1 | 1 | 6 | 3 | 3 | 2 | 1 | 1 |
Benign phyllodes tumor of the breast | 1 | NA | 1 | NA | NA | NA | NA | NA | NA |
Breast cyst | 2 | NA | 2 | 2 | 1 | 1 | 4 | 2 | 2 |
Breast abscess | 2 | 1 | 1 | 4 | 2 | 2 | 4 | 3 | 1 |
Fibroepithelial tumor of the breast | NA | NA | NA | 1 | 1 | 0 | 1 | 0 | 1 |
Fibroadenoma of the breast | 17 | 6 | 11 | 20 | 8 | 12 | 19 | 8 | 11 |
Breast adenopathy | 35 | 13 | 22 | 23 | 7 | 16 | 32 | 6 | 26 |
Malignant | 22 | 22 | 0 | 22 | 22 | 0 | 17 | 17 | 0 |
Intraductal papillary carcinoma of the breast | 1 | 1 | 0 | NA | NA | NA | NA | NA | NA |
Ductal carcinoma in situ of the breast | 3 | 3 | 0 | NA | NA | NA | 2 | 2 | 0 |
Borderline phyllodes tumor of the breast | 1 | 1 | 0 | NA | NA | NA | NA | NA | NA |
Invasive ductal carcinoma of the breast | 16 | 16 | 0 | 19 | 19 | 0 | 15 | 15 | 0 |
Invasive lobular carcinoma of the breast | NA | NA | NA | 2 | 2 | 0 | NA | NA | NA |
Breast neuroendocrine carcinoma | NA | NA | NA | 1 | 1 | 0 | NA | NA | NA |
Medullary breast cancer | 1 | 1 | 0 | NA | NA | NA | NA | NA | NA |
Fourth | Fifth | Sixth | |||||||
|---|---|---|---|---|---|---|---|---|---|
Total | Train | NT | Total | Train | NT | Total | Train | NT | |
Number of recordings | 84 | 54 | 30 | 81 | 53 | 28 | 85 | 46 | 39 |
Body parts | |||||||||
Left | 40 | 27 | 13 | 45 | 28 | 17 | 40 | 17 | 23 |
Right | 44 | 27 | 17 | 36 | 25 | 11 | 45 | 29 | 16 |
Benign | 57 | 27 | 30 | 55 | 27 | 28 | 66 | 27 | 39 |
Intraductal papilloma of the breast | 3 | 0 | 3 | 1 | 0 | 1 | 2 | 1 | 1 |
Mammary plasma cell mastitis | 1 | 1 | 0 | NA | NA | NA | NA | NA | NA |
Breast cyst | 4 | 1 | 3 | 1 | 1 | 0 | 1 | 1 | 0 |
Breast abscess | 2 | 2 | 0 | 1 | 1 | 0 | 8 | 2 | 6 |
Fibroepithelial tumor of the breast | NA | NA | NA | 1 | 1 | 0 | NA | NA | NA |
Fibroadenoma of breast | 24 | 14 | 10 | 29 | 12 | 17 | 34 | 17 | 17 |
Breast adenopathy | 23 | 9 | 14 | 22 | 12 | 10 | 19 | 5 | 14 |
Mammary hemangioma | NA | NA | NA | NA | NA | NA | 1 | 0 | 1 |
Breast lipoma | NA | NA | NA | NA | NA | NA | 1 | 1 | 0 |
Malignant | 27 | 27 | 0 | 26 | 26 | 0 | 19 | 19 | 0 |
Intraductal papillary carcinoma of the breast | 2 | 2 | 0 | 1 | 1 | 0 | 1 | 1 | 0 |
Ductal carcinoma in situ of the breast | NA | NA | NA | NA | NA | NA | 2 | 2 | 0 |
Invasive ductal carcinoma of the breast | 23 | 23 | 0 | 23 | 23 | 0 | 14 | 14 | 0 |
Invasive lobular carcinoma of the breast | NA | NA | NA | NA | NA | NA | 1 | 1 | 0 |
Intracystic papillary carcinoma | 1 | 1 | 0 | NA | NA | NA | NA | NA | NA |
Breast neuroendocrine carcinoma | NA | NA | NA | 1 | 1 | 0 | NA | NA | NA |
Medullary breast cancer | 1 | 1 | 0 | 1 | 1 | 0 | NA | NA | NA |
Mucinous breast cancer | NA | NA | NA | NA | NA | NA | 1 | 1 | 0 |
