segmentation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import seaborn\n",
    "import numpy, scipy, matplotlib.pyplot as plt, IPython.display as ipd\n",
    "import librosa, librosa.display\n",
    "plt.rcParams['figure.figsize'] = (11, 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[&larr; Back to Index](index.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Segmentation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In audio processing, it is common to operate on one frame at a time using a constant frame size and hop size (i.e. increment). Frames are typically chosen to be 10 to 100 ms in duration."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's create an audio signal consisting of a pure tone that gradually gets louder. Then, we will segment the signal and compute the **root mean square (RMS) energy** for each frame.\n",
    "\n",
    "First, set our parameters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.001 0.999895579824\n"
     ]
    }
   ],
   "source": [
    "T = 3.0      # duration in seconds\n",
    "sr = 22050   # sampling rate in Hertz\n",
    "amplitude = numpy.logspace(-3, 0, int(T*sr), endpoint=False, base=10.0) # time-varying amplitude\n",
    "print(amplitude.min(), amplitude.max()) # starts at 110 Hz, ends at 880 Hz"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create the signal:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "t = numpy.linspace(0, T, int(T*sr), endpoint=False)\n",
    "x = amplitude*numpy.sin(2*numpy.pi*440*t)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Listen to the signal:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ipd.Audio(x, rate=sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the signal:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x1108b6690>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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X4BOf+AT27NmDd7zjHZtdAkEQBEEQxPPO4uoY//gvD+OBx05PfYzgzGdxBzUqGYAiEHJh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\nkKjm5ma89NJLAIAtW7Zg+vTpxv5MJoMbb7wRV111Fb75zW/621euXIn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txaZNm7BkyRIA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\nuCQiIiKiXsNwSURERES95v8DuMAlynu4LFEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1105a4d50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "librosa.display.waveplot(x, sr=sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Segmentation Using Python List Comprehensions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In Python, you can use a standard [list comprehension](https://docs.python.org/2/tutorial/datastructures.html#list-comprehensions) to perform segmentation of a signal and compute RMSE at the same time."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize segmentation parameters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "frame_length = 1024\n",
    "hop_length = 512"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define a helper function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def rmse(x):\n",
    "    return numpy.sqrt(numpy.mean(x**2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using a list comprehension, plot the RMSE for each frame on a log-y axis:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1109bca90>]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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EKGSo5R2vahtcU/uQDnuadpUVa9MquxLibSYnBADEIsokEOHG/UGdbO3UwfrJ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\nKJMAAAAIG2USAAAAYaNMAgAAIGz/PyoMyXaDo3xhAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1105a4c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.semilogy([rmse(x[i:i+frame_length])\n",
    "              for i in range(0, len(x), hop_length)])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## `librosa.util.frame`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Given a signal, [`librosa.util.frame`](https://librosa.github.io/librosa/generated/librosa.util.frame.html#librosa.util.frame) will produce a list of uniformly sized frames:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x110d36e10>]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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HXD4vVcVOh1YsSJeVeUgAwDQgTAJhpqNnWIeq3Tpe36yR0YCio6wq3ZCvzcuz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\nYRIAAAATRpgEAADAhP0/9WnA3rFNCZAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110a28110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "frames = librosa.util.frame(x, frame_length=frame_length, hop_length=hop_length)\n",
    "plt.semilogy([rmse(frame) for frame in frames.T])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That being said, in `librosa`, manual segmentation of a signal is often unnecessary, because the feature extraction methods themselves do segmentation for you."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[&larr; Back to Index](index.html)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}