Table 11.
The Comparison of Test and Training Time of Benchmark Network Run on GPU and CPU.
| Model | CPU vs. GPU | Training time | Testing time | P-value |
|---|---|---|---|---|
| DCNN | GPU | 11 min, 11 s | 3152 ms | 2.11E-07 |
| CPU | 6 h, 32 min, 7 s | 4 min, 29 s | 1.41E-03 | |
| DCELM | GPU | 1162 ms | 2929 ms | N/A |
| CPU | 1 min, 14 s | 4 min, 03 s | N/A | |
| DCELM-GA | GPU | 3632.7 ms | 3107 ms | 1.21E-05 |
| CPU | 4 min, 27.5 s | 4 min, 23 s | 1.11E-05 | |
| DCELM-CS | GPU | 2582.3 ms | 3102 ms | 1.58E-04 |
| CPU | 3 min, 9.6 s | 4 min, 28 s | 1.29E-04 | |
| DCELM-WOA | GPU | 1298.9 ms | 3014 ms | 0.505 |
| CPU | 2 min, 5 s | 4 min, 19 s | 1.37E-08 | |
| DCELM-ChOA | GPU | 1233 ms | 2932 ms | 0.538 |
| CPU | 1 min, 69 s | 4 min, 19 s | 0.513 |