TABLE I.
Data set | No. of viewa | No. of unique ROIs | No. of malignant ROIs | No. of benign ROIs | No. of ROIs after data augmentation |
---|---|---|---|---|---|
Mammography | |||||
Training | 1,335 | 1,545 | 604 | 941 | 12, 360 |
UM-SFM | 748 | 886 | 317 | 569 | 7,088 |
DDSM-SFM | 277 | 322 | 191 | 131 | 2,576 |
UM-DM | 310 | 337 | 96 | 241 | 2,696 |
Test | 907 | 909 | 453 | 456 | 7,272 |
UM-SFM | 907 | 909 | 453 | 456 | 7,272 |
Total | 2,242 | 2,454 | 1,057 | 1,397 | 19,632 |
DBT | |||||
Training | 230 | 1,140 | 590 | 550 | 9,120 |
UM-DBT | 92 | 450 | 155 | 295 | 3,600 |
MGH-DBT | 138 | 690 | 435 | 255 | 5,520 |
Test | 94 | 445 | 150 | 295 | 3,560 |
UM-DBT | 94 | 445 | 150 | 295 | 3,560 |
Total | 324 | 1,585 | 740 | 845 | 12,680 |
A view in mammography or DBT is a compression direction of the breast during x-ray imaging. For example, a screening examination generally includes a craniocaudal (CC) view and a mediolateral oblique (MLO) view of each breast.