Pitch Shifting of Music Based on Adaptive Order Estimation of Linear Predictor
نویسندگان
چکیده
A method for timbre-preserving pitch shifting of music signals based on estimating the order in linear predictive coding (LPC) is described. LPC is used for estimating a transfer function approximated using autoregressive (AR) models. We need to determine the appropriate number of poles in the AR model for LPC. For general audio signals, the number of poles varies with time because the number and the kind of sound sources such as musical instruments change dynamically. To estimate the order, we utilize the inequality of arithmetic and geometric means (AM-GM inequality) and fractional bandwidth at each pole of the model. The estimated order can be applied to LPC for the timbre-preserving pitch shifting. A listening test evaluated by the mean opinion score (MOS) shows that our approach improves the sound quality of pitch-shifted signals.
منابع مشابه
Pitch Detection Enhancement Using Music Prediction
In this paper a new method for pitch estimation enhancement was presented. Pitch estimation methods are widely used for extracting musical data from digital signal. A brief review of these methods is included in the paper. However, since processed signal may contain noise and distortions, the estimation results can be erroneous. The proposed method was developed in order to override disadvantag...
متن کاملClassification of Iranian Traditional Music Dastgahs Using Features Based on Pitch Frequency
The Iranian traditional music is composed of seven majors Dastgahs: Chahargah, Homayoun, Mahour, Segah, Shour, Nava, and Rast-Panjgah. In this paper, a new algorithm for the classification of the Iranian traditional music Dastgahs based on pitch frequency is proposed. In this algorithm, the features of Lagrange coefficients of pitch logarithm (LCPL), Fuzzy similarity sets type 2 (FSST2), and th...
متن کاملTime delay estimation and adaptive frame length iterations for noise robust pitch extraction
We describe a pitch tracking method based on a time delay estimation technique. Given two frames of voiced speech and it’s time delay, we will run a linear regression on the unwrapped phase of the quotient of the spectrum of both frames. A weighted linear regression will allow us to avoid the effect of phases corrupted by spectral leakage and noise. Iterations adapting the frame length will all...
متن کاملSpectral Envelope Transformation in Singing Voice for Advanced Pitch Shifting
The aim of the present work is to perform a step towards more natural pitch shifting techniques in singing voice for its application in music production and entertainment systems. In this paper, we present an advanced method to achieve natural modifications when applying a pitch shifting process to singing voice by modifying the spectral envelope of the audio excerpt. To this end, an all-pole m...
متن کاملAudio Pitch Shifting Using the Constant-Q Transform
Pitch shifting of polyphonic music is usually performed by manipulating the time-frequency representation of the input signal. Most approaches proposed in the past are based on the Fourier transform although its linear frequency bin spacing is known to be inadequate to some degree for analyzing and processing music signals. Recently invertible constant-Q transforms (CQT) featuring high Q-factor...
متن کامل