Table 2 AUROC values and F1-scores for each fold and the mean over all folds of the five-fold cross validation for the different methods.

From: Glaucoma detection using non-perfused areas in OCTA

Plexus

Method

Fold1

Fold2

Fold3

Fold4

Fold5

Mean

AUROC

F1

AUROC

F1

AUROC

F1

AUROC

F1

AUROC

F1

AUROC

F1

Retina

CNN

0.89

0.86

0.93

0.86

0.78

0.68

0.95

0.86

0.85

0.72

0.88

0.79

PDA

0.86

0.82

0.92

0.83

0.72

0.62

0.91

0.83

0.87

0.73

0.86

0.766

GPDP

0.85

0.77

0.89

0.76

0.61

0.59

0.85

0.76

0.85

0.75

0.81

0.726

PD

0.85

0.79

0.89

0.83

0.60

0.56

0.86

0.76

0.85

0.80

0.81

0.748

VD

0.76

0.69

0.74

0.65

0.57

0.56

0.83

0.75

0.78

0.69

0.74

0.668

IA

0.67

0.63

0.58

0.58

0.58

0.51

0.66

0.56

0.69

0.58

0.64

0.572

SVP

CNN

0.96

0.85

0.92

0.82

0.90

0.79

0.94

0.89

0.95

0.86

0.93

0.842

PDA

0.93

0.89

0.90

0.81

0.86

0.78

0.94

0.87

0.92

0.82

0.91

0.834

PD

0.91

0.86

0.90

0.86

0.81

0.73

0.93

0.83

0.89

0.75

0.89

0.806

GPDP

0.88

0.79

0.91

0.80

0.75

0.65

0.92

0.79

0.89

0.79

0.87

0.764

VD

0.83

0.70

0.85

0.72

0.76

0.72

0.92

0.87

0.85

0.76

0.84

0.754

IA

0.76

0.77

0.88

0.79

0.80

0.73

0.82

0.77

0.84

0.70

0.82

0.752

ICP

PDA

0.83

0.75

0.90

0.75

0.85

0.70

0.92

0.83

0.89

0.79

0.88

0.764

CNN

0.87

0.73

0.90

0.75

0.76

0.68

0.90

0.79

0.89

0.80

0.86

0.750

PD

0.84

0.76

0.91

0.74

0.72

0.70

0.92

0.82

0.87

0.77

0.85

0.758

GPDP

0.83

0.73

0.89

0.72

0.73

0.68

0.90

0.79

0.81

0.72

0.83

0.728

VD

0.73

0.70

0.78

0.75

0.66

0.61

0.90

0.82

0.81

0.72

0.78

0.720

IA

0.64

0.58

0.52

0.55

0.66

0.63

0.77

0.69

0.58

0.49

0.63

0.588

DCP

CNN

0.82

0.70

0.97

0.87

0.82

0.75

0.92

0.86

0.82

0.72

0.87

0.780

PDA

0.80

0.75

0.94

0.87

0.71

0.68

0.88

0.82

0.75

0.70

0.82

0.764

GPDP

0.73

0.63

0.93

0.79

0.64

0.59

0.90

0.83

0.71

0.62

0.78

0.692

PD

0.80

0.73

0.86

0.79

0.65

0.61

0.84

0.73

0.71

0.69

0.77

0.717

VD

0.60

0.59

0.82

0.66

0.64

0.61

0.80

0.72

0.61

0.61

0.70

0.638

IA

0.52

0.48

0.62

0.59

0.57

0.48

0.57

0.51

0.53

0.48

0.562

0.508

  1. For each plexus the methods are sorted according to their mean AUROC performance in descending order. The proposed features are highlighted in bold.
  2. (CNN convolutional neural network, PDA perfusion deficite areas, GPDP geometric perfusion deficite percentage, PD perfusion distance, VD vessel density, IA intercapillary areas) and plexuses (Retina retina, SVP superficial vascular plexus, ICP intermediate capillary plexus, DCP deep capillary plexus) on the test set.