Pneumonia Detection Using an Improved Algorithm Based on Faster R-CNN

<table class="table-group" id="tab2"><tr><td><table class="table"><tr><td class="thead-hr" colspan="6"><hr/></td></tr><tr class="thead"><td class="align_left"></td><td class="align_center">AP@0.4</td><td class="align_center">AP@0.5</td><td class="align_center">AP@0.6</td><td class="align_center">AP@0.7</td><td class="align_center">mAP</td></tr><tr><td class="thead-hr" colspan="6"><hr/></td></tr><tr><td class="align_left">DetNet59</td><td class="align_center">0.6317</td><td class="align_center">0.4201</td><td class="align_center">0.2068</td><td class="align_center">0.0657</td><td class="align_center">0.3311</td></tr><tr><td class="align_left">ResNet50</td><td class="align_center">0.6066</td><td class="align_center">0.3791</td><td class="align_center">0.1863</td><td class="align_center">0.0513</td><td class="align_center">0.3058</td></tr><tr><td class="align_left">ResNet101</td><td class="align_center">0.5539</td><td class="align_center">0.3508</td><td class="align_center">0.1540</td><td class="align_center">0.0406</td><td class="align_center">0.2748</td></tr><tr><td class="align_left">VGG16</td><td class="align_center">0.5506</td><td class="align_center">0.3559</td><td class="align_center">0.1881</td><td class="align_center">0.0660</td><td class="align_center">0.4210</td></tr><tr><td class="align_left">DeepConv-DilatedNet</td><td class="align_center"><b>0.6419</b></td><td class="align_center"><b>0.4570</b></td><td class="align_center"><b>0.2732</b></td><td class="align_center"><b>0.0746</b></td><td class="align_center"><b>0.3617</b></td></tr><tr class="table-tr"><td colspan="6"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Assessment results for different IoU thresholds.</div>

Computational and Mathematical Methods in Medicine

tab2

Table 2

Table 2: Pneumonia Detection Using an Improved Algorithm Based on Faster R-CNN 