Research Article
Metaheuristic Algorithms for Convolution Neural Network
Table 1
Accuracy and its standard deviation for design: i-2s-6c-2s-12c.
| Epoch | CNN | CNNSA | CNNDE | CNNHS | Accuracy | Standard deviation | Accuracy | Standard deviation | Accuracy | Standard deviation | Accuracy | Standard deviation |
| 1 | 82.39 | n/a | 88.12 | 0.39 | 86.30 | 0.33 | 87.23 | 0.95 | 2 | 89.06 | n/a | 92.77 | 0.43 | 91.33 | 0.19 | 91.20 | 0.33 | 3 | 91.13 | n/a | 94.61 | 0.31 | 93.45 | 0.28 | 93.24 | 0.40 | 4 | 92.33 | n/a | 95.57 | 0.16 | 94.63 | 0.44 | 93.77 | 0.12 | 5 | 93.11 | n/a | 96.29 | 0.14 | 95.15 | 0.15 | 94.89 | 0.33 | 6 | 93.67 | n/a | 96.61 | 0.18 | 95.67 | 0.20 | 95.17 | 0.43 | 7 | 94.25 | n/a | 96.72 | 0.12 | 96.28 | 0.20 | 95.65 | 0.20 | 8 | 94.77 | n/a | 96.99 | 0.11 | 96.59 | 0.11 | 96.08 | 0.24 | 9 | 95.37 | n/a | 97.11 | 0.06 | 96.68 | 0.17 | 96.16 | 0.11 | 10 | 95.45 | n/a | 97.37 | 0.14 | 96.86 | 0.10 | 96.98 | 0.06 |
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