Research Article

Metaheuristic Algorithms for Convolution Neural Network

Table 1

Accuracy and its standard deviation for design: i-2s-6c-2s-12c.

EpochCNNCNNSACNNDECNNHS
AccuracyStandard deviationAccuracyStandard deviationAccuracyStandard deviationAccuracyStandard deviation

182.39n/a88.120.3986.300.3387.230.95
289.06n/a92.770.4391.330.1991.200.33
391.13n/a94.610.3193.450.2893.240.40
492.33n/a95.570.1694.630.4493.770.12
593.11n/a96.290.1495.150.1594.890.33
693.67n/a96.610.1895.670.2095.170.43
794.25n/a96.720.1296.280.2095.650.20
894.77n/a96.990.1196.590.1196.080.24
995.37n/a97.110.0696.680.1796.160.11
1095.45n/a97.370.1496.860.1096.980.06