An Efficient Signal Processing Algorithm for Detecting Abnormalities in EEG Signal Using CNN

<table class="table-group" id="tab5"><tr><td><table class="table"><tr><td class="thead-hr" colspan="5"><hr/></td></tr><tr class="thead"><td class="align_left">Method</td><td class="align_center">Accuracy (%)</td><td class="align_center">Precision (%)</td><td class="align_center">Recall (%)</td><td class="align_center"><i>F</i>1-score</td></tr><tr><td class="thead-hr" colspan="5"><hr/></td></tr><tr><td class="align_left">Wavelet</td><td class="align_center">82.53</td><td class="align_center">81.6</td><td class="align_center">83.46</td><td class="align_center">—</td></tr><tr><td class="align_left">DNN</td><td class="align_center">74.63</td><td class="align_center">77.08</td><td class="align_center">73.10</td><td class="align_center">73.09%</td></tr><tr><td class="align_left">Proposed</td><td class="align_center">85.48</td><td class="align_center">76.65</td><td class="align_center">78.2</td><td class="align_center">69.12%</td></tr><tr class="table-tr"><td colspan="5"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Comparison of existing mechanism and the proposed mechanism.</div>

Contrast Media & Molecular Imaging

tab5

Table 5

Table 5: An Efficient Signal Processing Algorithm for Detecting Abnormalities in EEG Signal Using CNN 