Table 1 A comparison between the proposed WDRIV-Net with other models
No | Model | Classifier | Accuracy (%) | Type | Precision | Recall | F1 | AUC (%) |
|---|---|---|---|---|---|---|---|---|
1 | NASNetMobile [52] | Sigmoid | 60.00 | Single | 0.60 | 0.60 | 0.60 | 60.0 |
Sigmoid | 60.00 | Comorbidity | 0.60 | 0.60 | 0.60 | 60.0 | ||
2 | Pre-trained ResNet152V2 | Sigmoid | 71.25 | Single | 1.00 | 0.42 | 0.60 | 71.25 |
Sigmoid | 71.25 | Comorbidity | 0.63 | 1.00 | 0.78 | 71.25 | ||
3 | DenseNet201 [42] | Sigmoid | 73.75 | Single | 1.00 | 0.47 | 0.64 | 73.75 |
Sigmoid | 73.75 | Comorbidity | 0.66 | 1.00 | 0.79 | 73.75 | ||
4 | Pre-trained VGG16 | Sigmoid | 73.75 | Single | 0.77 | 0.68 | 0.72 | 73.75 |
Sigmoid | 73.75 | Comorbidity | 0.71 | 0.80 | 0.75 | 73.75 | ||
5 | MobileNetV2 [54] | Sigmoid | 76.25 | Single | 0.92 | 0.57 | 0.71 | 76.25 |
Sigmoid | 76.25 | Comorbidity | 0.69 | 0.95 | 0.80 | 76.25 | ||
6 | ResNet50 [39] | Sigmoid | 81.25 | Single | 0.78 | 0.88 | 0.82 | 81.25 |
Sigmoid | 81.25 | Comorbidity | 0.86 | 0.75 | 0.80 | 81.25 | ||
7 | Pre-trained DenseNet169 | Sigmoid | 82.50 | Single | 0.82 | 0.82 | 0.82 | 82.50 |
Sigmoid | 82.50 | Comorbidity | 0.82 | 0.82 | 0.82 | 82.50 | ||
8 | NasNetLarge [52] | Sigmoid | 82.50 | Single | 0.93 | 0.70 | 0.80 | 82.50 |
Sigmoid | 82.50 | Comorbidity | 0.76 | 0.95 | 0.84 | 82.50 | ||
9 | InceptionResNetV2 [23] | Sigmoid | 85.00 | Single | 0.83 | 0.88 | 0.85 | 85.00 |
Sigmoid | 85.00 | Comorbidity | 0.87 | 0.82 | 0.85 | 85.00 | ||
10 | Pre-trained ResNet101 | Sigmoid | 87.5 | Single | 0.86 | 0.90 | 0.88 | 87.5 |
Sigmoid | 87.5 | Comorbidity | 0.89 | 0.85 | 0.87 | 87.5 | ||
11 | VGG19 [55] | Sigmoid | 88.75 | Single | 0.94 | 0.82 | 0.88 | 88.75 |
Sigmoid | 88.75 | Comorbidity | 0.84 | 0.95 | 0.89 | 88.75 | ||
12 | ResNet152 [39] | Sigmoid | 90.00 | Single | 0.97 | 0.82 | 0.89 | 90.00 |
Sigmoid | 90.00 | Comorbidity | 0.85 | 0.97 | 0.91 | 90.00 | ||
13 | DenseNet121 [42] | Sigmoid | 90.00 | Single | 0.97 | 0.82 | 0.89 | 90.00 |
Sigmoid | 90.00 | Comorbidity | 0.85 | 0.97 | 0.91 | 90.00 | ||
14 | Pre-trained InceptionV3 | Sigmoid | 93.75 | Single | 0.97 | 0.90 | 0.94 | 93.75 |
Sigmoid | 93.75 | Comorbidity | 0.91 | 0.97 | 0.94 | 93.75 | ||
15 | Tavana et al. [16] | Sigmoid | 88.75 | Single | 0.97 | 0.80 | 0.88 | 88.75 |
Sigmoid | 88.75 | Comorbidity | 0.83 | 0.97 | 0.90 | 88.75 | ||
16 | WDRIV-Net (proposed) | Sigmoid | 96.25 | Single | 1.00 | 0.93 | 0.96 | 96.25 |
Sigmoid | 96.25 | Comorbidity | 0.93 | 1.00 | 0.96 | 96.25 |