Research Article

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

Table 1

Comparison of test error rates of the initialization method.

DatasetTest error rates
Xavier parameter initialization method (%)Proposed parameter initialization method (%)

MS-COCO10.25 ± 0.028.15 ± 0.09
CIFAR-10019.38 ± 0.1917.51 ± 0.22
ImageNet23.19 ± 0.1221.25 ± 0.17