Research Article
Metaheuristic Algorithms for Convolution Neural Network
Table 3
Accuracy and its standard deviation for design: i-2s-8c-2s-16c.
| Epoch | CNN | CNNSA | CNNDE | CNNHS | Accuracy | Standard deviation | Accuracy | Standard deviation | Accuracy | Standard deviation | Accuracy | Standard deviation |
| 1 | 80.09 | n/a | 86.36 | 0.76 | 84.78 | 1.24 | 87.23 | 0.57 | 2 | 89.04 | n/a | 91.18 | 0.25 | 91.63 | 0.30 | 92.15 | 0.55 | 3 | 90.98 | n/a | 93.56 | 0.20 | 93.67 | 0.17 | 93.69 | 0.31 | 4 | 92.27 | n/a | 94.69 | 0.16 | 94.86 | 0.43 | 94.63 | 0.20 | 5 | 93.17 | n/a | 95.51 | 0.12 | 95.57 | 0.04 | 95.30 | 0.16 | 6 | 93.79 | n/a | 96.23 | 0.08 | 96.20 | 0.14 | 95.80 | 0.25 | 7 | 94.74 | n/a | 96.52 | 0.08 | 96.52 | 0.32 | 95.71 | 0.24 | 8 | 95.22 | n/a | 96.95 | 0.07 | 96.68 | 0.19 | 96.40 | 0.13 | 9 | 95.54 | n/a | 97.18 | 0.08 | 97.10 | 0.00 | 96.84 | 0.27 | 10 | 96.05 | n/a | 97.35 | 0.02 | 97.32 | 0.04 | 96.77 | 0.04 |
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