1. New Results on Perceptual Distortion Minimization and Nonlinear Least-Squares Frequency Estimation
- Author
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Søren Holdt Jensen and Mads Græsbøll Christensen
- Subjects
Frequency response ,Audio signal ,Acoustics and Ultrasonics ,business.industry ,Pattern recognition ,Filter (signal processing) ,Measure (mathematics) ,symbols.namesake ,Nonlinear distortion ,Gaussian noise ,Distortion ,symbols ,Perceptual Distortion ,Artificial intelligence ,Electrical and Electronic Engineering ,business ,Mathematics - Abstract
In a paper in this journal, a framework was presented wherein a number of practical methods for finding the perceptually most important sinusoids in audio signals could be related using a particular perceptually motivated distortion measure, and it was argued that for Gaussian noise and a large number of samples, these methods should attain the Cramer-Rao lower bound. In this correspondence, we report some new results on this subject. Specifically, we analyze the finite-sample performance of these methods in experiments, and we conclude that for a high number of samples, they perform close to the Cramer-Rao lower bound. However, for a low number of observations, we demonstrate that special care must be taken in designing the perceptually motivated distortion measure if high-resolution estimates are desired. In particular, the smoothness of the frequency response of the perceptual filter that implements the distortion measure is shown to be important.
- Published
- 2011
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