Research Article

A Novel Parameter Initialization Technique Using RBM-NN for Human Action Recognition

Table 10

Average recognition rate for UCF101 action dataset.

Method typeAverage recognition rate (%)

Dynamic BoW [111]53.16
Integral BoW [111]74.39
MSSC [129]61.79
MTSSVM [130]82.39
DeepSCN [93]85.75
Mem-LSTM [9]88.37
Proposed method88.64