Accurate pitch detection plays an essential role in several speech processing algorithms, because the pitch information contains very important features related to the speaker identity [12,18]. Each person has a characteristic pitch and therefore, if the pitch information, which is only inside the voiced segments, is preserved after the processing; the speaker identity is kept without significant changes.