Research Article

Convolutional Neural Networks to Facilitate the Continuous Recognition of Arabic Speech with Independent Speakers

Table 4

WER and accuracy results of Sphinx-4 recognizer.

MFCC featuresGaussian 2Gaussian 4Gaussian 8Gaussian 16Gaussian 32
WER (%)Acc. (%)WER (%)Acc. (%)WER (%)Acc. (%)WER (%)Acc. (%)WER (%)Acc. (%)

13 features13.3986.6111.0288.9811.1388.8710.8589.1514.2585.75
25 features10.7789.238.4591.558.1791.838.6591.3510.8589.15
39 features14.7085.3012.7887.2210.9189.0910.7789.2313.8686.14
52 features23.6076.5620.8179.1918.4181.5918.3381.6732.0176.99

The bold values indicate the best results of Sphinx-4 recognizer from WER and accuracy.