Research Article
Custom Network Quantization Method for Lightweight CNN Acceleration on FPGAs
Table 6
The comparison among the FP network, conventional quantized network, and the optimized network.
| Network | CIFAR-10/Flowers | XCZU3EG | Top-1 accuracy(%) | FPS |
| MobileNetv3-F | 87.11/90.79 | ā | MobileNetv3-C | 85.97/89.84 | 18.53 | MobileNetv3-O | 86.02/89.71 | 52.94 |
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