In this paper, the Bayesian, Neyman-Pearson and Competitive Neyman-Pearson detection approaches are analyzed using a perceptually modified Ephraim-Malah (PEM) model, based on which a few practical voice activity detectors are developed. The voice activity detection is treated as a composite hypothesis testing problem with a free parameter formed by the prior signal-to-noise ratio (SNR). It is r...