Sunday, July 15, 2018

matlab - Please help me analyse spectrogram


I am working on noise reduction and I need to learn how to analyze spectrograms


I mixed a pure speech file with violet noise in audacity and got the following spectrograms:


Matlab version


enter image description here


Sonogram version: (enter link description here)


enter image description here


Spectrogram view in Audacity:


enter image description here



What do all the colours mean and why do they look different? Shouldn't everything have the same colours as in the Matlab version? Or are the exact colours not that important, since the darker pattern at the bottom of each figure still look similar in all of them?


--- EDIT :: Further additions: ---


Here is a screenshot of the spectrogram of noisy speech as well as output of my noise reduced sound file.


enter image description here


The one on the left is noisy signal while one on the right is the one passed through the noise reduction algorithm. Both figures are plotted through the spectrogram function of matlab, called as follows:


spectrogram(data, hanning(128), 64, 128, 16000)


The number 16000 is the Fs value (sampling frequency) returned by the wavread function used to read in the original noisy speech file into matlab. The sound file is a male adult speaking, mixed with violet noise in audacity


--- EDIT 2: ---


Also, here is the same thing in gray-scale, if it helps


enter image description here




Answer



The spectrograms look different because they use:



  • Different parameters for the FFT size and hop size (window overlap ratio).

  • They simply use different palettes. The spectrogram gives you an array of numbers, which are scaled and map to a color palette to produce a color image. Matlab's colormaps are listed here - by default it uses "jet" ; so the time-frequency bins of lowest energy are colored in blue, and those of highest energy are colored red.


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