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<!DOCTYPE html>
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<title>Automatic mixing research</title>
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<h1 class="mt-5 text-center">Automatic mixing research</h1>
<p class="lead text-center">Tracking academic work in the field of automatic multitrack audio mixing</p>
</div>
</div>
<div class="mt-5 mb-5">
<p class="text-center"><small>Click the buttons below to filter the table of papers.</small></p>
<table class="d-flex justify-content-center mb-4" width="100%">
<tbody>
<tr>
<td><a class="toggle-vis btn btn-primary btn-sm btn-block" data-term="Level">Level</a></td>
<td><a class="toggle-vis btn btn-primary btn-sm btn-block" data-term="Equalization">Equalization</a></td>
<td><a class="toggle-vis btn btn-primary btn-sm btn-block" data-term="Compression">Compression</a></td>
<td><a class="toggle-vis btn btn-primary btn-sm btn-block" data-term="Panning">Panning</a></td>
<td><a class="toggle-vis btn btn-primary btn-sm btn-block" data-term="Reverb">Reverb</a></td>
<td><a class="toggle-vis btn btn-primary btn-sm btn-block" data-term="Multiple">Multiple</a></td>
<td><a class="toggle-vis btn btn-secondary btn-sm btn-block" data-term="ML">Machine Learning</a></td>
<td><a class="toggle-vis btn btn-secondary btn-sm btn-block" data-term="KBS">Knowledge-based</a></td>
<td><a class="toggle-vis btn btn-warning btn-sm btn-block" data-term="Overview">Overview</a></td>
<td><a class="toggle-vis btn btn-light text-dark btn-sm btn-block" data-term="">Clear</a></td>
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<h3>Categories</h3>
<p>Mixing is a complex process carried out by audio engineers during the music production process.
It involves a number of different steps each of which oftentimes has many sub-steps dependent on the source material and the desired result.
In the literature different systems have been proposed for these different processes.
In order to better categorize the work in this area the following mix processes are identified:
<ul>
<li>
<a href="https://en.wikipedia.org/wiki/Fade_(audio_engineering)#Fader" target="_blank">Level</a> -
setting the relative level of the elements within a mix
</li>
<li>
<a href="https://en.wikipedia.org/wiki/Panning_(audio)" target="_blank">Panning</a> -
placement of the elements within the stereo field
</li>
<li>
<a href="https://en.wikipedia.org/wiki/Equalization_(audio)" target="_blank">Equalization</a> -
adjustment of the timbre of elements within a mix
</li>
<li>
<a href="https://en.wikipedia.org/wiki/Dynamic_range_compression" target="_blank">Compression</a> -
application of dynamic range compression
</li>
<li>
<a href="https://en.wikipedia.org/wiki/Reverberation" target="_blank">Reverb</a> -
application of artificial reverberation
</li>
</ul>
Systems that incorporate more than one of these are labeled
<a href="https://en.wikipedia.org/wiki/Mixing_console" target="_blank">Multiple</a>.
</p>
</div>
<div class="col-lg-6">
<h3>Approaches</h3>
<p>Two main approaches<small><sup>1</sup> </small> in building automatic mixing systems have been addressed in the literature:
<ul>
<li>
<a href="https://en.wikipedia.org/wiki/Knowledge-based_systems" target="_blank">Knowledge-based systems (KBS)</a>
systems generally consist of a set of rules or guidelines collected from professionals or hand-crafted by the designer,
as well as an algorithm for applying this knowledge for a task.
</li>
<li>
<a href="https://en.wikipedia.org/wiki/Machine_learning" target="_blank">Machine Learning (ML)</a> approaches differ in that they
use algorithms and statistical models directly on data, generally through the application of some kind of optimization,
in order to construct a system for a task.
</li>
</ul>
We also include a third category classified as
<a href="https://en.wikipedia.org/wiki/Review_article" target="_blank">Overview</a> articles,
which include publications that do not involve a specific implementation, but instead present a review or analysis.
</p>
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<p>
<p>Special thanks to <a href="http://www.brechtdeman.com/index.html" target="_blank">Brecht De Man</a>,
<a href="http://www.eecs.qmul.ac.uk/~josh/" target="_blank">Joshua D. Reiss</a>,
and <a href="http://www.ryanstables.co.uk" target="_blank">Ryan Stables</a> as their publication
<a href="http://www.brechtdeman.com/publications/pdf/WIMP3.pdf" target="_blank">Ten Years of Automatic Mixing</a>
served as the foundation.
</p>
<small>
<sup>1</sup>
Previously there was a distinction made between <i>Knowledge-engineered</i> and <i>Grounded theory</i> approaches,
but due to the somewhat ill-defined differentiation between these approaches, and for clarity, we choose to
group all of these systems under the Knowledge-based systems (KBS) category. Since both approaches fullfil the requirements for
the definition of KBS, i.e. they incorporate some level of domain knowledge in conjunction with an
optimization process or algorithm for the application of this knowledge, this seems to be a fair classification.
</small>
</p>
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