Research Article
Metaheuristic Algorithms for Convolution Neural Network
Table 4
Computation time and its standard deviation for design: i-2s-8c-2s-16c.
| Epoch | CNN | CNNSA | CNNDE | CNNHS | Time | Standard deviation | Time | Standard deviation | Time | Standard deviation | Time | Standard deviation |
| 1 | 145.02 | n/a | 175.08 | 0.64 | 289.54 | 0.78 | 196.10 | 1.35 | 2 | 323.62 | n/a | 353.55 | 2.69 | 586.96 | 12.56 | 395.43 | 0.60 | 3 | 520.16 | n/a | 614.71 | 12.10 | 868.82 | 4.02 | 597.391 | 1.83 | 4 | 692.80 | n/a | 718.53 | 31.05 | 1185.49 | 34.95 | 794.43 | 1.70 | 5 | 729.05 | n/a | 885.64 | 12.53 | 1451.64 | 4.99 | 1023.72 | 12.51 | 6 | 879.17 | n/a | 1051.30 | 1.30 | 1045.26 | 40.62 | 1255.93 | 32.54 | 7 | 1308.21 | n/a | 1271.03 | 25.55 | 1554.67 | 7.86 | 1627.30 | 64.56 | 8 | 1455.06 | n/a | 1533.30 | 8.55 | 15.39 | 106.75 | 1773.92 | 2251 | 9 | 1392.62 | n/a | 1726.50 | 32.31 | 1573.52 | 18.42 | 2123.32 | 95.76 | 10 | 1511.74 | n/a | 2054.40 | 35.85 | 2619.62 | 37.37 | 2354.90 | 87.68 |
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