Research Article

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

Table 3

Comparison: system performance with various backbones.

Fall detectionActivity recognition

SVM93.6%89.8%
ResNet95.7%91.2%
CNN+LSTM96.3%92.6%
DARMS96.9%93.3%