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.

NetworkCIFAR-10/FlowersXCZU3EG
Top-1 accuracy(%)FPS

MobileNetv3-F87.11/90.79—
MobileNetv3-C85.97/89.8418.53
MobileNetv3-O86.02/89.7152.94