The maximum likelihood envelope estimation method for extracting speech signals from noisy environment is briefly described. Some modifications are made. With regard to the statistical characteristics of speech

the extension of the method leads to an alternative method the Pseudo-Bayes envelope estimation method. Extensive testing shows that the noise can be made imperceptible for the background noise at S/N ratio of -5dB. The coherent coefficient is used for evaluating the quality of extracted speech.