| Models | Params (Million) | Reduction | FLOPs (Billion) | Reduction | Accuracy |
| MobileNetV1 | 3.21 | 100% | 0.567 | 0% | 0.966 |
| kMobileNet16Ch | 0.244 | 96.40% | 0.092 | 83.79% | 0.9652 |
| kMobileNet32Ch | 0.403 | 87.47% | 0.153 | 72.90% | 0.9673 |
| kMobileNet64Ch | 0.718 | 77.66% | 0.251 | 55.65% | 0.9670 |
| kMobileNet128Ch | 1.32 | 58.83% | 0.370 | 34.76% | 0.9706 |
| HMFF-MobileNet16Ch | 0.245 | 92.35% | 0.090 | 84.11% | 0.9692 |
| HMFF-MobileNet32Ch | 0.375 | 88.31% | 0.148 | 73.89% | 0.9706 |
| HMFF-MobileNet64Ch | 0.633 | 80.29% | 0.238 | 57.98% | 0.9721 |
| HMFF-MobileNet128Ch | 1.12 | 65.02% | 0.341 | 39.78% | 0.9724 |