Model | Params (Million) | Reduction | FLOPs (Billion) | Reduction | Test Accuracy |
VGG-19 | 143.68 | - | 19.67 | - | 0.6089 |
HiFuse_Tiny | 82.49 | - | 8.13 | - | 0.7287 |
HiFuse_Small | 93.82 | - | 8.84 | - | 0.7314 |
HiFuse_Base | 127.80 | - | 10.97 | - | 0.7474 |
MobileNetV1 | 3.21 | 0% | 0.567 | 0% | 0.7175 |
kMobileNet16Ch | 0.244 | 96.40% | 0.092 | 83.79% | 0.6587 |
kMobileNet32Ch | 0.403 | 87.47% | 0.153 | 72.90% | 0.6800 |
kMobileNet64Ch | 0.718 | 77.66% | 0.251 | 55.65% | 0.7013 |
kMobileNet128Ch | 1.324 | 58.83% | 0.370 | 34.76% | 0.7288 |
HMFF-MobileNet16Ch | 0.245 | 92.35% | 0.090 | 84.11% | 0.6925 |
HMFF-MobileNet32Ch | 0.375 | 88.31% | 0.148 | 73.89% | 0.7288 |
HMFF-MobileNet64Ch | 0.633 | 80.29% | 0.238 | 57.98% | 0.7438 |
HMFF-MobileNet128Ch | 1.12 | 65.02% | 0.341 | 39.78% | 0.7425 |