Research Article

Metaheuristic Algorithms for Convolution Neural Network

Table 3

Accuracy and its standard deviation for design: i-2s-8c-2s-16c.

EpochCNNCNNSACNNDECNNHS
AccuracyStandard deviationAccuracyStandard deviationAccuracyStandard deviationAccuracyStandard deviation

180.09n/a86.360.7684.781.2487.230.57
289.04n/a91.180.2591.630.3092.150.55
390.98n/a93.560.2093.670.1793.690.31
492.27n/a94.690.1694.860.4394.630.20
593.17n/a95.510.1295.570.0495.300.16
693.79n/a96.230.0896.200.1495.800.25
794.74n/a96.520.0896.520.3295.710.24
895.22n/a96.950.0796.680.1996.400.13
995.54n/a97.180.0897.100.0096.840.27
1096.05n/a97.350.0297.320.0496.770.04