Table 5 Accuracy values for ResNet50, InceptionV3, VGG16, ResNet101, VGG19, ResNet18 standalone models, and integrated with SA model using SGD and Adam optimizers.

From: Scale-adaptive model for detection and grading of age-related macular degeneration from color retinal fundus images

 

SGD (%)

Adam (%)

SA + ResNet50

96.20

97.70

ResNet50

91.70

95.50

SA +VGG16

93.90

47

VGG16

90.90

48.5

SA + InceptionV3

93.90

94.70

InceptionV3

90.90

96.20

SA + ResNet101

89.4

92.4

ResNet101

87.9

85.6

SA +VGG19

85.6

27.3

VGG19

95.5

53

SA +ResNet18

80.3

96.7

ResNet18

72.2

94.7