Improving speech recognition accuracy using HMM and DTW methods

This paper describes preliminary research results on Polish speech recognition using DTW method aided by HMM. The HMM method is used as a preclassifier searching for n best hypotheses of the recognized words while the DTW - as a precise final classifier. Results of the experiments on large vocabulary isolated word recognition show slight improvement in recognition accuracy compared to alone DTW and HMM methods.