Table 4 Results obtained for Random Forest.

From: Diagnostics of diabetic retinopathy based on fundus photos using machine learning methods with advanced feature engineering algorithms

Index

f1

image_type

preprocessing_type

Recall

Precision

Accuracy

0

0.722

pure

lbp_histogram

0.701

0.744

0.798

1

0.744

pure

lbp_glcm

0.761

0.728

0.804

2

0.508

pure

histogram

0.613

0.433

0.555

3

0.726

pure

glcm

0.745

0.708

0.790

4

0.735

pure

glrlm

0.748

0.723

0.798

5

0.743

pure

lbp_glrlm

0.769

0.718

0.800

6

0.629

pure

pca

0.630

0.629

0.722

7

0.687

pure

lbp_pca

0.689

0.686

0.765

8

0.687

pure_eq

lbp_histogram

0.642

0.738

0.781

9

0.726

pure_eq

lbp_glcm

0.696

0.758

0.803

10

0.529

pure_eq

histogram

0.677

0.434

0.549

11

0.716

pure_eq

glcm

0.703

0.730

0.792

12

0.724

pure_eq

glrlm

0.709

0.739

0.797

13

0.729

pure_eq

lbp_glrlm

0.723

0.735

0.799

14

0.565

pure_eq

pca

0.556

0.574

0.679

15

0.670

pure_eq

lbp_pca

0.690

0.651

0.746

16

0.703

no_vessels

lbp_histogram

0.727

0.680

0.770

17

0.723

no_vessels

lbp_glcm

0.723

0.724

0.793

18

0.647

no_vessels

histogram

0.670

0.626

0.726

19

0.704

no_vessels

glcm

0.695

0.714

0.782

20

0.723

no_vessels

glrlm

0.739

0.708

0.788

21

0.734

no_vessels

lbp_glrlm

0.734

0.734

0.801

22

0.674

no_vessels

pca

0.664

0.685

0.760

23

0.665

no_vessels

lbp_pca

0.647

0.683

0.755

24

0.706

no_vessels_eq

lbp_histogram

0.743

0.673

0.768

25

0.731

no_vessels_eq

lbp_glcm

0.762

0.702

0.790

26

0.649

no_vessels_eq

histogram

0.685

0.617

0.723

27

0.711

no_vessels_eq

glcm

0.704

0.718

0.785

28

0.734

no_vessels_eq

glrlm

0.707

0.762

0.808

29

0.731

no_vessels_eq

lbp_glrlm

0.733

0.730

0.798

30

0.664

no_vessels_eq

pca

0.656

0.673

0.752

31

0.664

no_vessels_eq

lbp_pca

0.610

0.727

0.768

32

0.693

no_vessels_no_optic_disk

lbp_histogram

0.703

0.683

0.767

33

0.723

no_vessels_no_optic_disk

lbp_glcm

0.706

0.740

0.797

34

0.641

no_vessels_no_optic_disk

histogram

0.673

0.612

0.718

35

0.709

no_vessels_no_optic_disk

glcm

0.695

0.724

0.787

36

0.728

no_vessels_no_optic_disk

glrlm

0.759

0.700

0.788

37

0.737

no_vessels_no_optic_disk

lbp_glrlm

0.756

0.718

0.797

38

0.654

no_vessels_no_optic_disk

pca

0.635

0.675

0.749

39

0.644

no_vessels_no_optic_disk

lbp_pca

0.588

0.712

0.757

40

0.669

no_vessels_no_optic_disk_eq

lbp_histogram

0.648

0.691

0.760

41

0.705

no_vessels_no_optic_disk_eq

lbp_glcm

0.685

0.727

0.786

42

0.608

no_vessels_no_optic_disk_eq

histogram

0.592

0.624

0.714

43

0.701

no_vessels_no_optic_disk_eq

glcm

0.673

0.732

0.785

44

0.714

no_vessels_no_optic_disk_eq

glrlm

0.693

0.736

0.792

45

0.719

no_vessels_no_optic_disk_eq

lbp_glrlm

0.681

0.762

0.801

46

0.624

no_vessels_no_optic_disk_eq

pca

0.638

0.611

0.725

47

0.656

no_vessels_no_optic_disk_eq

lbp_pca

0.613

0.705

0.759

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