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

<table class="table-group" id="tab5"><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">Set 1 (train)</td><td class="align_center">95.0%</td><td class="align_center">92.1%</td></tr><tr><td class="align_left">Set 2 (train)</td><td class="align_center">93.3%</td><td class="align_center">91.2%</td></tr><tr class="table-tr"><td colspan="3"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

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

Wireless Communications and Mobile Computing

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Table 5

Table 5: Device-Free Human Activity Recognition Based on Dual-Channel Transformer Using WiFi Signals 