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

Table 8. AF switches in the training of the CNN models used in the AFCS-CNN model structure on the V2 plant seedling dataset.

AFCS-CNN (Model) Step1 Step2 Step3 Step4 Step5
Epoch AF Epoch AF Epoch AF Epoch AF Epoch AF
AFCS-CNN (VGG16) 1 GELU 13 Mish 15 SiLU 17 Mish 20 GELU
AFCS-CNN (VGG19) 1 Mish 15 SiLU 21 Mish 27 GELU 29 SiLU
AFCS-CNN (DenseNet121) 1 ReLU 5 GELU 11 ReLU 15 GELU 19 ReLU
AFCS-CNN (DenseNet169) 1 ReLU 4 GELU 8 ReLU 11 GELU 13 ReLU
AFCS-CNN (EfficientNetV2B0) 1 SiLU 5 Mish 9 ELU 15 Mish 17 ReLU
AFCS-CNN (EfficientNetV2B1) 1 SiLU 4 ELU 8 Mish 11 ELU 14 Mish