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. 2025 Mar 24;11:e2756. doi: 10.7717/peerj-cs.2756

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