Table 3.
Dataset | Summary | Training | Validation | Testing | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
N | Neg | Pos | N | Neg | Pos | N | Neg | Pos | N | Neg | Pos | |
CAMELYON16 | 399 | 239 | 160 | 216 | 127 | 89 | 54 | 32 | 22 | 129 | 80 | 49 (1) |
CAMELYON17 | 344 | 310 | 34 | 55 | 40 | 15 | 19 | 10 | 9 | 270 | 260 | 10 |
LocalSentinel | 161 | 107 | 54 | 88 | 58 | 30 | 22 | 15 | 7 | 51 | 34 | 17 (2) |
LocalAxillary | 48 + 9 | 24 + 9 | 24 | 24 + 6 | 11 + 6 | 13 | 7 + 3 | 3 + 3 | 4 | 17 | 10 | 7 (3) |
Total | 961 | 689 | 272 | 389 | 242 | 147 | 105 | 63 | 42 | 467 | 384 | 83 |
(1) Consists of 6 ILC slides (12%) and 43 NST slides (88%); (2) Consists of 6 ILC slides (35%) and 11 NST slides (65%); (3) Consists of 2 ILC slides (28%) and 5 NST slides (72%).