Table 4.
Architectures | Metric | Epoch | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
30 | 60 | 90 | 120 | 150 | 180 | 210 | 240 | 270 | 300 | ||
NSBPSO-DCNN | Accuracy (%) | 91.15 | 91.88 | 92.89 | 94.54 | 95.84 | 97.91 | 98.63 | 98.88 | 99.25 | 99.41 |
Runtime (s) | 74 | 145 | 196 | 275 | 321 | 384 | 462 | 521 | 598 | 681 | |
I-CSA-DCNN | Accuracy (%) | 90.16 | 90.89 | 91.76 | 93.60 | 94.79 | 95.50 | 96.98 | 97.95 | 98.21 | 98.52 |
Runtime (s) | 91 | 169 | 224 | 296 | 351 | 422 | 498 | 543 | 601 | 709 | |
IG-DCNN | Accuracy (%) | 89.19 | 90.47 | 91.85 | 92.19 | 93.59 | 94.90 | 96.48 | 97.43 | 97.89 | 98.09 |
Runtime (s) | 101 | 175 | 246 | 296 | 361 | 429 | 514 | 596 | 632 | 723 | |
BWO-DCNN | Accuracy (%) | 87.72 | 89.63 | 90.18 | 91.85 | 92.06 | 92.89 | 94.73 | 96.48 | 97.09 | 97.43 |
Runtime (s) | 110 | 185 | 239 | 310 | 389 | 435 | 520 | 599 | 649 | 730 | |
ABC-DCNN | Accuracy (%) | 89.18 | 90.19 | 91.08 | 91.73 | 92.76 | 93.09 | 94.19 | 94.81 | 95.12 | 96.74 |
Runtime (s) | 136 | 210 | 269 | 314 | 395 | 452 | 576 | 641 | 709 | 789 | |
PSO-DCNN | Accuracy (%) | 84.19 | 86.81 | 89.72 | 91.29 | 92.18 | 93.18 | 93.98 | 94.10 | 95.29 | 96.50 |
Runtime (s) | 115 | 196 | 267 | 32 | 406 | 459 | 534 | 612 | 693 | 743 | |
DCNN | Accuracy (%) | 78.85 | 83.49 | 86.79 | 89.12 | 90.13 | 90.83 | 91.45 | 92.71 | 93.28 | 94.21 |
Runtime (s) | 159 | 274 | 368 | 406 | 479 | 563 | 631 | 729 | 803 | 876 |