Research Article

Automatic Detection of Horner Syndrome by Using Facial Images

Table 1

Summary of the dataset distribution.

Features (ratio)Training set ( ± sd)Testing set ( ± sd)
PositiveNegativeWholePositiveNegativeWhole

Distance_11.164 ± 0.1371.081 ± 0.1371.111 ± 0.1031.169 ± 0.0851.073 ± 0.0601.105 ± 0.083
Distance_21.154 ± 0.1291.078 ± 0.1291.105 ± 0.0981.165 ± 0.0951.070 ± 0.0531.102 ± 0.083
Distance_31.148 ± 0.1241.077 ± 0.1241.103 ± 0.0961.160 ± 0.0991.072 ± 0.0501.102 ± 0.082
Distance_1_3d1.159 ± 0.1311.079 ± 0.1311.108 ± 0.1001.167 ± 0.0841.071 ± 0.0581.103 ± 0.081
Distance_2_3d1.150 ± 0.1241.076 ± 0.1241.103 ± 0.0951.164 ± 0.0941.069 ± 0.0521.101 ± 0.082
Distance_3_3d1.144 ± 0.1201.075 ± 0.1201.100 ± 0.0931.159 ± 0.0971.070 ± 0.0481.100 ± 0.080
Distance_41.112 ± 0.1001.117 ± 0.1001.115 ± 0.0921.079 ± 0.0511.065 ± 0.0431.069 ± 0.046
Distance_51.079 ± 0.0691.068 ± 0.0691.072 ± 0.0591.096 ± 0.0731.062 ± 0.0411.074 ± 0.057
Distance_61.112 ± 0.1021.094 ± 0.1021.100 ± 0.0881.034 ± 0.0241.032 ± 0.0231.033 ± 0.023
Distance_71.046 ± 0.0401.044 ± 0.0401.045 ± 0.0361.051 ± 0.0391.041 ± 0.0291.044 ± 0.033
Distance_4_3d1.065 ± 0.0491.072 ± 0.0491.070 ± 0.0501.128 ± 0.0971.096 ± 0.0681.107 ± 0.080
Distance_5_3d1.068 ± 0.0581.057 ± 0.0581.061 ± 0.0491.107 ± 0.0811.075 ± 0.0521.085 ± 0.064
Distance_6_3d1.034 ± 0.0261.033 ± 0.0261.034 ± 0.0251.153 ± 0.1171.087 ± 0.0621.109 ± 0.090
Distance_7_3d1.045 ± 0.0391.043 ± 0.0391.044 ± 0.0351.052 ± 0.0401.042 ± 0.0291.046 ± 0.033
Angle_11.109 ± 0.0861.077 ± 0.0861.089 ± 0.0741.109 ± 0.1041.063 ± 0.0511.079 ± 0.076
Angle_21.130 ± 0.1091.071 ± 0.1091.092 ± 0.0871.144 ± 0.1101.078 ± 0.0531.100 ± 0.083
Angle_31.142 ± 0.1541.098 ± 0.1541.114 ± 0.1101.140 ± 0.0751.063 ± 0.0511.089 ± 0.071
Angle_41.138 ± 0.1251.086 ± 0.1251.105 ± 0.0951.160 ± 0.0991.066 ± 0.0451.097 ± 0.082
Angle_1_3d1.110 ± 0.0911.083 ± 0.0911.093 ± 0.0771.100 ± 0.0971.060 ± 0.0461.073 ± 0.070
Angle_2_3d1.131 ± 0.1111.077 ± 0.1111.096 ± 0.0881.144 ± 0.1011.075 ± 0.0531.098 ± 0.079
Angle_3_3d1.135 ± 0.1101.068 ± 0.1101.093 ± 0.0861.159 ± 0.1251.070 ± 0.0491.100 ± 0.093
Angle_4_3d1.131 ± 0.1091.068 ± 0.1091.091 ± 0.0851.169 ± 0.1381.069 ± 0.0501.102 ± 0.101