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Useful Preprocessing
In many cases, results are improved through the use of preprocessing
of the spectrum prior to peak finding. Examples include the following:
- Pre-emphasis: Equalize the spectrum so as to flatten it
- Masking: Small peaks close to much larger peaks are often
masked by the auditory system. Therefore, it is good practice to reject
all peaks below an inaudibility threshold which is the maximum of the
threshold of hearing (versus frequency) and the masking pattern
generated by the largest peaks. Since it is simple to extract peaks
in descending magnitude order, each removed peak can be replaced by
its masking pattern, which elevates the assumed inaudibility
threshold.
Previous: Fundamental Frequency Estimation from Sinusoidal PeaksNext: Getting Closer to Maximum Likelihood
About the Author: Julius Orion Smith III
Julius Smith's background is in electrical engineering (BS Rice 1975, PhD Stanford 1983). He is presently Professor of Music and Associate Professor (by courtesy) of Electrical Engineering at
Stanford's Center for Computer Research in Music and Acoustics (CCRMA), teaching courses and pursuing research related to signal processing applied to music and audio systems. See
http://ccrma.stanford.edu/~jos/ for details.
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