Research Article
Metaheuristic Algorithms for Convolution Neural Network
Table 2
Computation time and its standard deviation for design: i-2s-6c-2s-12c.
| Epoch | CNN | CNNSA | CNNDE | CNNHS | Time | Standard deviation | Time | Standard deviation | Time | Standard deviation | Time | Standard deviation |
| 1 | 93.21 | n/a | 117.48 | 1.12 | 138.58 | 0.90 | 160.92 | 0.85 | 2 | 225.05 | n/a | 243.43 | 9.90 | 278.08 | 1.66 | 370.59 | 5.87 | 3 | 318.84 | n/a | 356.49 | 1.96 | 414.64 | 2.43 | 414.13 | 0.63 | 4 | 379.44 | n/a | 479.83 | 1.95 | 551.39 | 2.28 | 554.51 | 0.73 | 5 | 479.04 | n/a | 596.35 | 4.08 | 533.21 | 1.42 | 692.90 | 2.90 | 6 | 576.38 | n/a | 721.48 | 1.48 | 640.30 | 6.19 | 829.56 | 1.95 | 7 | 676.57 | n/a | 839.55 | 1.19 | 744.89 | 3.98 | 968.18 | 1.97 | 8 | 768.24 | n/a | 960.69 | 1.74 | 852.74 | 4.48 | 1105.2 | 1.39 | 9 | 855.85 | n/a | 1082.18 | 2.54 | 957.89 | 5.78 | 1245.54 | 4.96 | 10 | 954.54 | n/a | 1202.52 | 2.08 | 1373.1 | 1.51 | 1623.13 | 4.36 |
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