Research on Surface Defect Detection of Rare-Earth Magnetic Materials Based on Improved SSD

<table class="table-group" id="tab2"><tr><td><table class="table"><tr><td class="thead-hr" colspan="2"><hr/></td></tr><tr class="thead"><td class="align_left">Structure</td><td class="align_center">mAP/%</td></tr><tr><td class="thead-hr" colspan="2"><hr/></td></tr><tr><td class="align_left">SSD</td><td class="align_center">80.24</td></tr><tr><td class="align_left">SSD + multiscale receptive field layer</td><td class="align_center">81.37</td></tr><tr><td class="align_left">SSD + multiscale receptive field layer + PANet</td><td class="align_center">83.24</td></tr><tr><td class="align_left">SSD + multiscale receptive field layer + PANet + ECA</td><td class="align_center">83.65</td></tr><tr class="table-tr"><td colspan="2"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Ablation study: mAPs of different modules.</div>

Complexity

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Table 2

Table 2: Research on Surface Defect Detection of Rare-Earth Magnetic Materials Based on Improved SSD 