Metaheuristic Algorithms for Convolution Neural Network

Table 6

Comparison of CNN and CNNSA for validation.

Epoch	CNN			CNNSA
	Objective	Top-1 error	Top-5 error	Objective	Top-1 error	Top-5 error
1	1.148227	0.0466	0.3959	0.034091	0.0039	0.0087
2	0.985902	0.0300	0.3422	0.061806	0.0044	0.0091
3	0.873938	0.0255	0.2997	0.054007	0.0050	0.0091
4	0.908667	0.0273	0.3053	0.054711	0.0051	0.0091
5	0.799778	0.0226	0.2669	0.043632	0.0044	0.0091
6	0.772151	0.0209	0.2614	0.071143	0.0057	0.0091
7	0.784206	0.0210	0.2593	0.065040	0.0050	0.0095
8	0.732094	0.0170	0.2474	0.048466	0.0061	0.0095
9	0.761574	0.0217	0.2532	0.056708	0.0056	0.0091
10	0.763323	0.0207	0.2515	0.044423	0.0048	0.0086
11	0.720129	0.0165	0.2352	0.047963	0.0041	0.0087
12	0.700847	0.0167	0.2338	0.063033	0.0055	0.0087
13	0.729708	0.0194	0.2389	0.068989	0.0052	0.0096
14	0.747789	0.0192	0.2431	0.056425	0.0049	0.0091
15	0.723088	0.0182	0.2355	0.052753	0.0052	0.0095