Table 6 Comparison of the complexity of the proposed model with other models.
Model | Parameters (M) | Computation (GFLOPS/s) | Dataset1 training (s)/epoch | Dataset2 training (s)/epoch | Dataset3 training (s)/EPOCH |
|---|---|---|---|---|---|
VGG16 | 138.7 | 15.47 | 251 | 223 | 310 |
ResNet-101 | 44.0 | 10.39 | 104 | 156 | 120 |
Res2Net-50 | 34.5 | 12.46 | 143 | 179 | 167 |
Tiny-darknet | 16.9 | 11.34 | 178 | 179 | 210 |
Darknet-53 | 40.6 | 12.57 | 129 | 187 | 175 |
MwdpNet | 73.2 | 13.23 | 180 | 196 | 171 |