Table 11. AF switches in the training of CNN models used in the AFCS-CNN model structure on the APTOS 2019 Blindness Detection dataset.
AFCS-CNN (Model) | Step1 | Step2 | Step3 | Step4 | Step5 | |||||
---|---|---|---|---|---|---|---|---|---|---|
Epoch | AF | Epoch | AF | Epoch | AF | Epoch | AF | Epoch | AF | |
AFCS-CNN (VGG16) | 1 | ReLU | 11 | SiLU | 16 | ReLU | 28 | Mish | 32 | SiLU |
AFCS-CNN (VGG19) | 1 | ReLU | 9 | GELU | 15 | ReLU | 23 | Mish | 29 | GELU |
AFCS-CNN (DenseNet121) | 1 | ReLU | 3 | GELU | 6 | ReLU | 9 | GELU | 14 | Mish |
AFCS-CNN (DenseNet169) | 1 | ReLU | 4 | GELU | 9 | ReLU | 11 | GELU | 14 | ReLU |
AFCS-CNN (EfficientNetV2B0) | 1 | Mish | 2 | ELU | 4 | Mish | 6 | ELU | 9 | Mish |
AFCS-CNN (EfficientNetV2B1) | 1 | Mish | 3 | SiLU | 5 | Mish | 8 | ReLU | 11 | SiLU |