Table 4 Comparison of data enhancement accuracy.

From: RaGeoSense for smart home gesture recognition using sparse millimeter wave radar point clouds

Method

Open environment (%)

Complex environment (%)

Baseline model

93.51

90.77

Add noise

94.23

92.05

Time warp

94.49

92.30

Time shifting

94.06

91.51

Reverse series

94.32

92.12

Combined enhancement methods

95.20

92.56