Table 9 Ablation analyzes for examine the effects of Den (denoising.), seg (segmentation.), and Aug (augmentation.) for AHBA Dataset.

From: Integrating image processing with deep convolutional neural networks for gene selection and cancer classification using microarray data

Method

Acc

Prec

Rec

F1

GONF without

Den., Seg.

and Aug.

71

65

86

74

GONF without

Den. and Aug.

83

81

87

84

GONF without

Den. and Seg.

84

83

86

85

GONF without

Aug. and Seg.

83

83

84

83

GONF without

Aug.

85

86

85

86

GONF without

Seg.

86

82

93

87

GONF without

Den.

86

85

88

87

Proposed GONF

94

95

87

94