Research Article

Nonnegative Tensor-Based Linear Dynamical Systems for Recognizing Human Action from 3D Skeletons

Table 2

Recognition rate on the MSR-Action3D dataset based on experimental protocol of [8].

ApproachRecognition Accuracy

SE3[12]89.48

Grassmann Manifold[8]91.21

Learning features combination [16]90.36 ± 2.45

ST-LSTM + Trust Gate [17]94.80

Bi-LSTM [15]86.18

Our approach96.97