Research Article
Custom Network Quantization Method for Lightweight CNN Acceleration on FPGAs
Table 1
Details of different networks.
| Network | Parameters (M) | Multiadd (GFLOPs) | Size (M) |
| VGG16 | 138.55 | 15.47 | 489 | ResNet34 | 21.81 | 3.68 | 83.86 | ResNet50 | 25.61 | 4.11 | 98.55 | MobileNetv1 | 4.25 | 0.58 | 12.7 | MobileNetv3 | 5.5 | 0.23 | 17.1 | PPLCNet | 2.96 | 0.16 | 7.62 | PPLCNetv2 | 6.6 | 0.6 | 23.4 |
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