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

Table 11

Average recognition rate for the HMDB51 dataset.

Method type	Average recognition rate (%)
Jiang et al. [131]	40.7
Jain et al. [48]	52.1
Heng et al. [132] without HD	55.9
Heng et al. [132] with HD	57.2
Zhang et al. [133]	50.6
Wang et al. [134]	46.7
Karen et al. [135]	59.4
Proposed method	59.21