Table 6.
Epoch | DCNN-FuzzyWOA | DCNN-PSO | DCNN-GA | LeNet-5 | ||||
---|---|---|---|---|---|---|---|---|
Time | STD | Time | STD | Time | STD | Time | STD | |
1 | 83.35 | N/A | 110.21 | 1.04 | 117.43 | 1.53 | 154.51 | 3.74 |
2 | 118.24 | N/A | 200.17 | 1.02 | 158.53 | 1.64 | 202.19 | 2.83 |
3 | 165.75 | N/A | 275.68 | 2.08 | 215.37 | 2.57 | 244.28 | 1.97 |
4 | 218.60 | N/A | 311.72 | 1.07 | 262.71 | 1.67 | 315.37 | 2.55 |
5 | 293.19 | N/A | 364.33 | 1.23 | 321.14 | 0.91 | 376.63 | 3.77 |
6 | 321.71 | N/A | 446.17 | 2.11 | 365.31 | 3.16 | 418.18 | 1.84 |
7 | 353.63 | N/A | 528.91 | 1.56 | 442.28 | 2.27 | 546.92 | 3.74 |
8 | 384.28 | N/A | 593.53 | 1.84 | 550.28 | 2.16 | 573.11 | 4.58 |
9 | 410.46 | N/A | 625.34 | 2.42 | 628.31 | 1.13 | 535.63 | 2.63 |
10 | 496.39 | N/A | 670.81 | 3.86 | 680.32 | 4.28 | 632.27 | 0.63 |
11 | 508.77 | N/A | 741.73 | 3.07 | 734.62 | 5.33 | 689.81 | 3.27 |
12 | 542.91 | N/A | 799.84 | 1.73 | 783.49 | 2.59 | 722.35 | 3.36 |
13 | 596.72 | N/A | 842.59 | 1.69 | 853.78 | 1.49 | 793.44 | 1.25 |
14 | 663.85 | N/A | 891.70 | 2.37 | 892.75 | 2.27 | 835.23 | 2.80 |
15 | 689.51 | N/A | 928.91 | 2.08 | 913.36 | 1.56 | 947.95 | 2.33 |
16 | 734.38 | N/A | 974.32 | 1.87 | 936.77 | 2.23 | 1025.52 | 4.20 |
17 | 770.41 | N/A | 1011.30 | 3.76 | 980.19 | 1.44 | 1098.37 | 0.76 |
18 | 829.13 | N/A | 1063.85 | 1.95 | 1032.83 | 1.78 | 1110.50 | 1.58 |
19 | 857.67 | N/A | 1127.63 | 2.32 | 1163.27 | 2.56 | 1153.48 | 0.99 |
20 | 945.61 | N/A | 1201.21 | 1.89 | 1262.46 | 5.11 | 1398.13 | 1.81 |