Auxiliary Pneumonia Classification Algorithm Based on Pruning Compression

<table class="table-group" id="tab4"><tr><td><table class="table"><tr><td class="thead-hr" colspan="4"><hr/></td></tr><tr class="thead"><td class="align_left">Model</td><td class="align_center">Test acc (%)</td><td class="align_center">Parameters</td><td class="align_center">FLOPs</td></tr><tr><td class="thead-hr" colspan="4"><hr/></td></tr><tr><td class="align_left">MobileNetV2 [<a href="/journals/cmmm/2022/8415187/#B21" target="_blank">21</a>]</td><td class="align_center">97.069</td><td class="align_center">2.226 M</td><td class="align_center">318.96 M</td></tr><tr><td class="align_left">ShuffleNetV2 [<a href="/journals/cmmm/2022/8415187/#B24" target="_blank">24</a>]</td><td class="align_center">97.431</td><td class="align_center">0.344 M</td><td class="align_center">42.62 M</td></tr><tr><td class="align_left">CPGResNet50 (90% pruned)</td><td class="align_center">97.75</td><td class="align_center">3.455 M</td><td class="align_center">591 M</td></tr><tr class="table-tr"><td colspan="4"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Comparison of CPGResNet50 (90% pruned) and lightweight model.</div>

Computational and Mathematical Methods in Medicine

tab4

Table 4

Table 4: Auxiliary Pneumonia Classification Algorithm Based on Pruning Compression 