Research Article

Automatic Human Gait Imitation and Recognition in 3D from Monocular Video with an Uncalibrated Camera

Table 4

Associated comparisons of the sole SVM or HCRF classifier on gait recognition at same window size and different viewing angles.

Types
Viewing angleJust after acquiring normalized parameters of real detected objectJust after reducing dimensionality of associated time sequences
HCRF1 ( )SVM1HCRF2 ( )SVM2
Recognized rate (%)
Thin coatThick coatBackpackThin coatthick coatBackpackThin coatThick coatBackpackThin coatThick coatBackpack

54°63.058.255.769.364.560.973.270.361.269.367.155.2
72°64.260.554.872.165.555.475.470.562.472.265.358.1
90°66.161.356.775.367.858.578.372.565.575.166.258.6
108°73.467.555.574.969.058.980.878.166.878.066.359.9
126°65.561.657.268.464.256.574.471.964.370.263.056.4