BLSENet: A Novel Lightweight Bilinear Convolutional Neural Network Based on Attention Mechanism and Feature Fusion Strategy for Apple Leaf Disease Classification

<table class="table-group" id="tab9"><tr><td><table class="table"><tr><td class="thead-hr" colspan="3"><hr/></td></tr><tr class="thead"><td class="align_left">Model</td><td class="align_center">Number</td><td class="align_center">Accuracy (%)</td></tr><tr><td class="thead-hr" colspan="3"><hr/></td></tr><tr><td class="align_left">LeNet-5</td><td class="align_center">2467</td><td class="align_center">84.63</td></tr><tr><td class="align_left">LeNet-5, LeNet-5 combined (bilinear)</td><td class="align_center">2699</td><td class="align_center">92.59</td></tr><tr><td class="align_left">LeNet-5 + SE, LeNet-5 combined (bilinear)</td><td class="align_center">2377</td><td class="align_center">81.54</td></tr><tr><td class="align_left">LeNet-5, LeNet-5 + SE combined (bilinear)</td><td class="align_center">2700</td><td class="align_center">92.62</td></tr><tr><td class="align_left">BLSENet (bilinear)</td><td class="align_center">2728</td><td class="align_center">93.58</td></tr><tr class="table-tr"><td colspan="3"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>The result of ablation experiment of BLSENet.</div>

Journal of Food Quality

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Table 9

Table 9: BLSENet: A Novel Lightweight Bilinear Convolutional Neural Network Based on Attention Mechanism and Feature Fusion Strategy for Apple Leaf Disease Classification 

Table 9 | BLSENet: A Novel Lightweight Bilinear Convolutional Neural Network Based on Attention Mechanism and Feature Fusion Strategy for Apple Leaf Disease Classification 