Table 10:

Comparison with CNN constructed by intelligent algorithm.

MethodNetwork modelFashion-MNISTCIFAR10
CNN constructed by intelligent algorithmRSCNN BASCNN GACNN PSOCNN DECNN EvoCNN (Real et al., 2017) CNN-GA (Aszemi & Dominic, 2019) CNN-DPSO (Guo et al., 2020)92.94 93.09 93.09 93.05 93.26 92.72 – 92.9183.00 89.36 88.81 88.81 88.81 – 80.62 –
The network model constructed by this algorithmLACHSCNN93.3490.25
MethodNetwork modelFashion-MNISTCIFAR10
CNN constructed by intelligent algorithmRSCNN BASCNN GACNN PSOCNN DECNN EvoCNN (Real et al., 2017) CNN-GA (Aszemi & Dominic, 2019) CNN-DPSO (Guo et al., 2020)92.94 93.09 93.09 93.05 93.26 92.72 – 92.9183.00 89.36 88.81 88.81 88.81 – 80.62 –
The network model constructed by this algorithmLACHSCNN93.3490.25
Table 10:

Comparison with CNN constructed by intelligent algorithm.

MethodNetwork modelFashion-MNISTCIFAR10
CNN constructed by intelligent algorithmRSCNN BASCNN GACNN PSOCNN DECNN EvoCNN (Real et al., 2017) CNN-GA (Aszemi & Dominic, 2019) CNN-DPSO (Guo et al., 2020)92.94 93.09 93.09 93.05 93.26 92.72 – 92.9183.00 89.36 88.81 88.81 88.81 – 80.62 –
The network model constructed by this algorithmLACHSCNN93.3490.25
MethodNetwork modelFashion-MNISTCIFAR10
CNN constructed by intelligent algorithmRSCNN BASCNN GACNN PSOCNN DECNN EvoCNN (Real et al., 2017) CNN-GA (Aszemi & Dominic, 2019) CNN-DPSO (Guo et al., 2020)92.94 93.09 93.09 93.05 93.26 92.72 – 92.9183.00 89.36 88.81 88.81 88.81 – 80.62 –
The network model constructed by this algorithmLACHSCNN93.3490.25
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