Dual-Channel and Two-Stage Dehazing Network for Promoting Ship Detection in Visual Perception System

<table class="table-group" id="tab3"><tr><td><table class="table"><tr><td class="thead-hr" colspan="5"><hr/></td></tr><tr class="thead"><td class="align_left">Attention mechanism</td><td class="align_center">Double network of the first-phase</td><td class="align_center">Double network of the second-phase</td><td class="align_center">Improved loss function</td><td class="align_center">PSNR/SSIM</td></tr><tr><td class="thead-hr" colspan="5"><hr/></td></tr><tr><td class="align_left">×</td><td class="align_center">√</td><td class="align_center">√</td><td class="align_center">√</td><td class="align_center">27.413/0.941</td></tr><tr><td class="align_left">×</td><td class="align_center">×</td><td class="align_center">√</td><td class="align_center">√</td><td class="align_center">26.823/0.925</td></tr><tr><td class="align_left">√</td><td class="align_center">√</td><td class="align_center">×</td><td class="align_center">√</td><td class="align_center">28.702/0.948</td></tr><tr><td class="align_left">√</td><td class="align_center">√</td><td class="align_center">√</td><td class="align_center">×</td><td class="align_center">29.087/0.952</td></tr><tr class="table-tr"><td colspan="5"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Results of ablation studies based on synthetic datasets.</div>

Mathematical Problems in Engineering

tab3

Table 3

Table 3: Dual-Channel and Two-Stage Dehazing Network for Promoting Ship Detection in Visual Perception System 