Research Article

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

Table 9

Average recognition rate for JHMDB action dataset.

Method typeAverage recognition rate (%)

Reference baseline model [105]56.6
Reference baseline with low/mid-level pose [105]69.00
Reference baseline with high-level pose [105]76.00
Reference method with RGB + flow [127]95.04
Reference method with RGB + pose [127]91.67
Reference method with flow + pose [127]97.10
Reference method with all combinations [127]98.41
Proposed method97.07