Research Article

A Multimodal Information Fusion Model for Robot Action Recognition with Time Series

Table 3

Accuracy of action recognition obtained by different methods.

Dataset\MethodRNNLSTMReference [28]Reference [29]Reference [30]Proposed

NTU-RGB+D0.8284 ± 0.02340.8303 ± 0.01320.8389 ± 0.02070.8521 ± 0.02650.8612 ± 0.02010.8683 ± 0.0215
MSR action 3D0.9297 ± 0.03540.9265 ± 0.02680.9432 ± 0.01930.9542 ± 0.02130.9460 ± 0.03210.9529 ± 0.0344