Device-Free Human Activity Recognition Based on Dual-Channel Transformer Using WiFi Signals

<table class="table-group" id="tab4"><tr><td><table class="table"><tr><td class="thead-hr" colspan="3"><hr/></td></tr><tr class="thead"><td class="align_left"></td><td class="align_center">Fall detection</td><td class="align_center">Activity recognition</td></tr><tr><td class="thead-hr" colspan="3"><hr/></td></tr><tr><td class="align_left">Room A (train)</td><td class="align_center">92.6%</td><td class="align_center">88.5%</td></tr><tr><td class="align_left">Room B (train)</td><td class="align_center">90.8%</td><td class="align_center">87.3%</td></tr><tr class="table-tr"><td colspan="3"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Cross-environment performance of DARMS.</div>

Wireless Communications and Mobile Computing

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Table 4

Table 4: Device-Free Human Activity Recognition Based on Dual-Channel Transformer Using WiFi Signals 