{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true, "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "import numpy, scipy, matplotlib.pyplot as plt, pandas, librosa" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "[← Back to Index](index.html)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Onset Detection" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "Automatic detection of musical events in an audio signal is one of the most fundamental tasks in music information retrieval. Here, we will show how to detect an *onset*, the start of a musical event.\n", "\n", "For more reading, see [this tutorial on onset detection by Juan Bello](https://files.nyu.edu/jb2843/public/Publications_files/2005_BelloEtAl_IEEE_TSALP.pdf)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "Load the audio file `simpleLoop.wav` into the NumPy array `x` and sampling rate `fs`. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(132300,)\n" ] } ], "source": [ "x, fs = librosa.load('simpleLoop.wav', sr=44100)\n", "print x.shape" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "Plot the signal:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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VfVTrLhZKNSyW6tj78hS+u/dE0+b3QmgtVdSlaE/tn8K+o7NhrorueDc9V8G+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\nd8om7lQ+tJ5Jp2wmJi1HkEBpEmHbIyHUiX4tn77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X18Tfc1LuDn369Am73a4dZ2dnk5WV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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "librosa.display.waveplot(x, fs)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "Listen:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Audio\n", "Audio(x, rate=fs)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## `librosa.onset.onset_detect`" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "[`librosa.onset.onset_detect`](http://bmcfee.github.io/librosa/generated/librosa.onset.onset_detect.html) returns the frame indices for estimated onsets in a signal:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 44 87 109 130 174]\n" ] } ], "source": [ "onsets = librosa.onset.onset_detect(x, fs)\n", "print onsets # frame numbers of estimated onsets" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "Plot the onsets on top of a spectrogram of the audio:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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hUgWwXCLI8NgNSCE4dyqUOzFOrq7WOD8XhSXrxrvUtMDVtftBR+rWq5U0DrBB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\nrjoL5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0cU2r6HHeh0pKs82l5aZj8fxZKxUPfzaoizfMFDFNUpmbxCjv/wfnyPH/4cnWje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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "S = librosa.stft(x)\n", "logS = librosa.logamplitude(S)\n", "librosa.display.specshow(logS, fs, alpha=0.75, x_axis='time')\n", "plt.vlines(onsets, 0, logS.shape[0], color='r')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## `essentia.standard.OnsetRate`" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "The easiest way in Essentia to detect onsets given a time-domain signal is using [`OnsetRate`](http://essentia.upf.edu/documentation/reference/std_OnsetRate.html). It returns a list of onset times and the onset rate, i.e. number of onsets per second." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 0.01160998 0.48761904 0.98684806 1.24226761 1.48607707]\n", "1.66666662693\n" ] } ], "source": [ "from essentia.standard import OnsetRate\n", "find_onsets = OnsetRate()\n", "onset_times, onset_rate = find_onsets(x)\n", "print onset_times\n", "print onset_rate" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## `essentia.standard.AudioOnsetsMarker`" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "To verify our results, we can use [`AudioOnsetsMarker`](http://essentia.upf.edu/documentation/reference/std_AudioOnsetsMarker.html) to add a sound at the moment of each onset." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from essentia.standard import AudioOnsetsMarker\n", "onsets_marker = AudioOnsetsMarker(onsets=onset_times, type='beep')\n", "x_beeps = onsets_marker(x)\n", "Audio(x_beeps, rate=fs)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "Sounds good!\n", "\n", "For more control over the onset detection algorithm, see [`OnsetDetection`](http://essentia.upf.edu/documentation/reference/std_OnsetDetection.html), [`OnsetDetectionGlobal`](http://essentia.upf.edu/documentation/reference/std_OnsetDetectionGlobal.html), and [`Onsets`](http://essentia.upf.edu/documentation/reference/std_Onsets.html)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "[← Back to Index](index.html)" ] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 0 }