Table 7. Comparison of model inference speed.
| Models | Accuracy/% | Param/MB | FLOPs/M | Speed/ms |
|---|---|---|---|---|
| MobileNetV2 | 99.23 | 2.26 | 319.0 | 6.42 |
| ShuffleNetV2x1.0 | 99.14 | 1.28 | 149.6 | 5.54 |
| MobileNetV3-small | 99.40 | 1.50 | 58.8 | 5.33 |
| MobileNet-RepMLP + ECA + Hardswish | 99.53 | 0.91 | 266.7 | 6.30 |
| Re-MobileNet-RepMLP + ECA + Hardswish | 99.53 | 0.91 | 268.0 | 5.87 |