Table 3 Patch-level three-fold validation accuracy. BG, background; HGD, high grade dysplasia; LGD, low grade dysplasia; SMs, superficially invasive submucosal carcinoma; SMd, deeply invasive submucosal carcinoma; BG-oof, out-of-focus background; L-oof, out-of-focus lesion.
Category | Fold 1 | Fold 2 | Fold 3 | Averaged accuracy | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
Total patches | Correct patches | Accuracy | Total patches | Correct patches | Accuracy | Total patches | Correct patches | Accuracy | ||
BG | 30,524 | 28,634 | 0.938 | 30,524 | 28,625 | 0.938 | 30,523 | 28,637 | 0.938 | 0.938 |
LGD | 17,395 | 15,011 | 0.863 | 17,395 | 15,044 | 0.865 | 17,394 | 15,644 | 0.899 | 0.876 |
HGD | 52,729 | 50,383 | 0.956 | 52,729 | 50,327 | 0.954 | 52,729 | 50,703 | 0.962 | 0.957 |
SMs | 9350 | 8616 | 0.921 | 9350 | 8657 | 0.926 | 9349 | 8163 | 0.873 | 0.907 |
SMd | 6961 | 6115 | 0.878 | 6961 | 6632 | 0.953 | 6960 | 6659 | 0.957 | 0.929 |
BG-oof | 55,694 | 54,108 | 0.972 | 55,694 | 53,855 | 0.967 | 55,693 | 53,386 | 0.959 | 0.966 |
L-oof | 26,949 | 24,664 | 0.915 | 26,949 | 23,758 | 0.882 | 26,949 | 24,695 | 0.916 | 0.904 |