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Table 1 The accuracy of each methods under different situations

From: PCA-Kalman: device-free indoor human behavior detection with commodity Wi-Fi

Different method in different scenarios

The detection accuracy of different actions

1 (squat) (%)

2 (jump) (%)

3 (walk) (%)

4 (waved) (%)

5 (turn around) (%)

LOS

Sensor

86.82

90.90

85.24

91.49

90.88

NotiFi

89.62

92.98

86.34

92.50

92.78

PCA-Kalman

92.45

93.95

88.39

94.28

93.38

NLOS

Sensor

81.82

80.40

79.18

85.60

80.96

NotiFi

85.98

82.90

81.24

86.89

83.88

PCA-Kalman

88.45

84.89

83.39

87.28

85.38

through one wall

Sensor

79.82

80.90

82.25

80.49

82.89

NotiFi

78.98

78.60

81.38

77.49

80.78

PCA-Kalman

80.55

81.95

82.59

81.38

85.30