Analysis on the Impact of Data Augmentation on Target Recognition for UAV-Based Transmission Line Inspection

<table class="table-group" id="tab5"><tr><td><table class="table"><tr><td class="thead-hr" colspan="4"><hr/></td></tr><tr class="thead"><td class="align_left" rowspan="2"> </td><td class="align_center" colspan="3">Test set</td></tr><tr class="thead"><td class="align_center">Ori</td><td class="align_center">Aug</td><td class="align_center">All</td></tr><tr><td class="thead-hr" colspan="4"><hr/></td></tr><tr><td class="align_left"><i>Training set</i></td><td class="align_left"> </td><td class="align_left"> </td><td class="align_left"> </td></tr><tr><td class="align_left">Ori</td><td class="align_center">0.8997</td><td class="align_center">0.8965</td><td class="align_center">0.8996</td></tr><tr><td class="align_left">All</td><td class="align_center">0.9031</td><td class="align_center">0.9021</td><td class="align_center">0.9023</td></tr><tr class="table-tr"><td colspan="4"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Test results before and after cutout.</div>

Complexity

tab5

Table 5

Table 5: Analysis on the Impact of Data Augmentation on Target Recognition for UAV-Based Transmission Line Inspection 