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 |