Skip to main content
. 2023 Jun 13;13:9590. doi: 10.1038/s41598-023-35197-2

Table 2.

Statistical analysis representation for precision, recall, and F1-score of Normal retina and different AMD grades for all of the training models using Adam optimizer.

Normal Intermediate GA Wet
SA + ResNet50
 Precision 0.97 0.94 1.00 1.00
 Recall 1.00 1.00 1.00 0.91
 F1-Score 0.98 0.97 1.00 0.95
ResNet50
 Precision 0.97 0.97 1.00 0.89
 Recall 0.93 0.97 0.94 0.97
 F1-Score 0.95 0.97 0.97 0.93
SA + VGG16
 Precision 0.46 0.45 0.5 0.5
 Recall 0.6 0.76 0.47 0.06
 F1-Score 0.52 0.57 0.48 0.11
VGG16
 Precision 0.44 0.41 0.93 0.41
 Recall 0.77 0.27 0.44 0.48
 F1-Score 0.56 0.33 0.6 0.44
SA + Inception
 Precision 0.94 0.91 1.00 0.94
 Recall 0.97 0.94 1.00 0.88
 F1-Score 0.95 0.93 1.00 0.91
Inception
 Precision 0.94 0.94 1.00 0.97
 Recall 0.97 0.97 1.00 0.91
 F1-Score 0.95 0.96 1.00 0.94
SA + ResNet101
 Precision 0.94 0.86 1.00 0.90
 Recall 0.97 0.94 1.00 0.79
 F1-Score 0.95 0.90 1.00 0.84
ResNet101
 Precision 0.83 0.90 0.94 0.74
 Recall 0.97 0.85 0.91 0.70
 F1-Score 0.89 0.88 0.92 0.72
SA + VGG19
 Precision 0.00 0.35 0.20 0.14
 Recall 0.00 0.94 0.03 0.12
 F1-Score 0.00 0.51 0.05 0.13
VGG19
 Precision 0.40 0.53 0.77 0.47
 Recall 0.40 0.64 0.62 0.45
 F1-Score 0.40 0.58 0.69 0.46
SA + ResNet18
 Precision 0.97 0.94 1.00 0.97
 Recall 0.97 1.00 1.00 0.91
 F1-Score 0.97 0.97 1.00 0.94
ResNet18
 Precision 0.97 0.91 1.00 0.91
 Recall 0.97 0.94 1.00 0.88
 F1-Score 0.97 0.93 1.00 0.89