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.

From: A trial deep learning-based model for four-class histologic classification of colonic tumor from narrow band imaging

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