Research Article

Custom Network Quantization Method for Lightweight CNN Acceleration on FPGAs

Table 9

The ablation experiment 2.

NetworkNumber of preceding convolution opTop-1 accuracy (%)FPS

094.4918.50
994.3617.06
1694.2131.51
2094.1036.29
194.4919.28
4693.8452.94