home-assistant.github.io/components/opencv/index.html
2017-05-19 01:17:20 +00:00

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OpenCV
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<p><a href="http://www.opencv.org">OpenCV</a> is an open source computer vision image and video processing library.</p>
<p>Some pre-defined classifiers can be found here: https://github.com/opencv/opencv/tree/master/data</p>
<h3><a class="title-link" name="configuration" href="#configuration"></a> Configuration</h3>
<p>To setup OpenCV with Home Assistant, add the following section to your <code class="highlighter-rouge">configuration.yaml</code> file:</p>
<div class="language-yaml highlighter-rouge"><pre class="highlight"><code><span class="c1"># Example configuration.yaml entry</span>
<span class="s">opencv</span><span class="pi">:</span>
<span class="s">classifier_group</span><span class="pi">:</span>
<span class="pi">-</span> <span class="s">name</span><span class="pi">:</span> <span class="s">Family</span>
<span class="s">add_camera</span><span class="pi">:</span> <span class="s">True</span>
<span class="s">entity_id</span><span class="pi">:</span>
<span class="pi">-</span> <span class="s">camera.front_door</span>
<span class="pi">-</span> <span class="s">camera.living_room</span>
<span class="s">classifier</span><span class="pi">:</span>
<span class="pi">-</span> <span class="s">file_path</span><span class="pi">:</span> <span class="s">/path/to/classifier/face.xml</span>
<span class="s">name</span><span class="pi">:</span> <span class="s">Bob</span>
<span class="pi">-</span> <span class="s">file_path</span><span class="pi">:</span> <span class="s">/path/to/classifier/face_profile.xml</span>
<span class="s">name</span><span class="pi">:</span> <span class="s">Jill</span>
<span class="s">min_size</span><span class="pi">:</span> <span class="s">(20, 20)</span>
<span class="s">color</span><span class="pi">:</span> <span class="s">(255, 0, 0)</span>
<span class="s">scale</span><span class="pi">:</span> <span class="s">1.6</span>
<span class="s">neighbors</span><span class="pi">:</span> <span class="s">5</span>
<span class="pi">-</span> <span class="s">file_path</span><span class="pi">:</span> <span class="s">/path/to/classifier/kid_face.xml</span>
<span class="s">name</span><span class="pi">:</span> <span class="s">Little Jimmy</span>
</code></pre>
</div>
<p>Configuration variables:</p>
<ul>
<li><strong>name</strong> (<em>Required</em>): The name of the OpenCV image processor.</li>
<li><strong>entity_id</strong> (<em>Required</em>): The camera entity or list of camera entities that this classification group will be applied to.</li>
<li><strong>classifier</strong> (<em>Required</em>): The classification configuration for to be applied:
<ul>
<li><strong>file_path</strong> (<em>Required</em>): The path to the HAARS or LBP classification file (xml).</li>
<li><strong>name</strong> (<em>Optional</em>): The classification name, the default is <code class="highlighter-rouge">Face</code>.</li>
<li><strong>min_size</strong> (<em>Optional</em>): The minimum size for detection as a tuple <code class="highlighter-rouge">(width, height)</code>, the default is <code class="highlighter-rouge">(30, 30)</code>.</li>
<li><strong>color</strong> (<em>Optional</em>): The color, as a tuple <code class="highlighter-rouge">(Blue, Green, Red)</code> to draw the rectangle when linked to a dispatcher camera, the default is <code class="highlighter-rouge">(255, 255, 0)</code>.</li>
<li><strong>scale</strong> (<em>Optional</em>): The scale to perform when processing, this is a <code class="highlighter-rouge">float</code> value that must be greater than or equal to <code class="highlighter-rouge">1.0</code>, default is <code class="highlighter-rouge">1.1</code>.</li>
<li><strong>neighbors</strong> (<em>Optional</em>): The minimum number of neighbors required for a match, default is <code class="highlighter-rouge">4</code>. The higher this number, the more picky the matching will be; lower the number, the more false positives you may experience.</li>
</ul>
</li>
</ul>
<p>Once OpenCV is configured, it will create an <code class="highlighter-rouge">image_processing</code> entity for each classification group/camera entity combination as well as a camera so you can see what Home Assistant sees.</p>
<p>The attributes on the <code class="highlighter-rouge">image_processing</code> entity will be:</p>
<div class="language-json highlighter-rouge"><pre class="highlight"><code><span class="err">'matches':</span><span class="w"> </span><span class="p">{</span><span class="w">
</span><span class="err">'Bob':</span><span class="w"> </span><span class="err">[</span><span class="w">
</span><span class="err">(x,</span><span class="w"> </span><span class="err">y,</span><span class="w"> </span><span class="err">w,</span><span class="w"> </span><span class="err">h)</span><span class="w">
</span><span class="err">],</span><span class="w">
</span><span class="err">'Jill':</span><span class="w"> </span><span class="err">[</span><span class="w">
</span><span class="err">(x,</span><span class="w"> </span><span class="err">y,</span><span class="w"> </span><span class="err">w,</span><span class="w"> </span><span class="err">h)</span><span class="w">
</span><span class="err">],</span><span class="w">
</span><span class="err">'Little</span><span class="w"> </span><span class="err">Jimmy':</span><span class="w"> </span><span class="err">[</span><span class="w">
</span><span class="err">(x,</span><span class="w"> </span><span class="err">y,</span><span class="w"> </span><span class="err">w,</span><span class="w"> </span><span class="err">h)</span><span class="w">
</span><span class="err">]</span><span class="w">
</span><span class="p">}</span><span class="w">
</span></code></pre>
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