Table 3.
Family of NNs used for Me diagnosis used in references.
| NN family | Representatives | References |
|---|---|---|
| ResNet | ResNet 34, ResNet 50, SEResNet 50, ResNet 101, ResNet 152, FCRN | [5,6,31,38,39,40,41,42,43,44,45,46,47,48,49,50] |
| Inception/GoogLeNet | GoogLeNet (Inception v2), InceptionResNet-v2, Inception v3, Inception v4 | [5,36,40,41,42,43,45,46,49,50,51,52] |
| U-Net | U-Net | [43,49,53,54,55,56,57,58,59,60,61,62,63] |
| GAN | GAN, SPGGAN, DCGAN, DDGAN, LAPGAN, PGAN | [6,52,56,64,65,66,67,68,69,70,71] |
| DenseNet | DenseNet 121, DenseNet 161, DenseNet 169, DenseNet 201 | [1,31,40,41,49,50,52,67,71,72] |
| AlexNet | AlexNet | [6,12,45,46,73,74,75,76] |
| Xception | Xception | [40,42,43,46,49,52,67] |
| EfficientNet | EfficientNet, EfficientNetB5, EfficientNetB6 | [47,77,78,79,80,81,82,83] |
| VGG | VGG 16, VGG 19 | [40,43,45,46,47,54,84,85] |
| NASNet | NASNet, NASNet-Large | [5,31,42,86] |
| MobileNet | MobileNet, MobileNet2 | [40,43,47,87] |
| YOLO | YOLO v3, YOLO v4, YOLO v5 | [88,89,90] |
| FrNet | FrNet | [91] |
| Mask R_CNN | Mask R_CNN | [92] |