Custom Network Quantization Method for Lightweight CNN Acceleration on FPGAs

<table class="figure-group"><tr class="fig-image" id="a"><td><object data="https://static.hindawi.com/articles/dsn/volume-2024/8018810/figures/8018810.fig.005a.svgz" name="8018810.fig.005a" type="image/svg+xml"></object></td></tr><tr class="fig-caption"><td><b>(a) </b>MobileNetv1</td></tr><tr class="fig-image" id="b"><td><object data="https://static.hindawi.com/articles/dsn/volume-2024/8018810/figures/8018810.fig.005b.svgz" name="8018810.fig.005b" type="image/svg+xml"></object></td></tr><tr class="fig-caption"><td><b>(b) </b>MobileNetv3</td></tr><tr class="fig-image" id="c"><td><object data="https://static.hindawi.com/articles/dsn/volume-2024/8018810/figures/8018810.fig.005c.svgz" name="8018810.fig.005c" type="image/svg+xml"></object></td></tr><tr class="fig-caption"><td><b>(c) </b>PPLCNet</td></tr><tr class="fig-image" id="d"><td><object data="https://static.hindawi.com/articles/dsn/volume-2024/8018810/figures/8018810.fig.005d.svgz" name="8018810.fig.005d" type="image/svg+xml"></object></td></tr><tr class="fig-caption"><td><b>(d) </b>PPLCNetv2</td></tr></table>

<div>The comparison diagram of the validation Top-1 accuracy.</div>

International Journal of Distributed Sensor Networks

fig5

Figure 5

Figure 5: Custom Network Quantization Method for Lightweight CNN Acceleration on FPGAs 