Use DTW to Compare Recordings
Import, trim, and preprocess four recordings of the first sentence of Alice in Wonderland.
show complete Wolfram Language input
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alice = ConformAudio[
MapThread[
AudioNormalize[
AudioChannelMix[AudioTrim[AudioResample[Import[#1], 11025], #2],
1]] &, {urls, times}]]
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Show the plots for the signals.
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AudioPlot[alice, ImageSize -> Medium]
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Compute and plot the MFCC features for the samples.
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mfcc = AudioLocalMeasurements[#, "MFCC",
PartitionGranularity -> {.05, .01}]["Values"] & /@ alice;
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Column[MatrixPlot[#, PlotTheme -> "Minimal", ImageSize -> Medium] & /@
Transpose /@ mfcc]
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Compute the dynamic time warping distance between the recordings using WarpingDistance.
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DistanceMatrix[mfcc,
DistanceFunction -> WarpingDistance] // MatrixPlot
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Compute the dynamic time warping correspondence between two of the recordings using WarpingCorrespondence.
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{n, m} = WarpingCorrespondence[mfcc[[1]], mfcc[[2]]];
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