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	<title>solussd:: &#187; identix</title>
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	<description>Projects :: Programming :: Ideas :: Rants</description>
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		<title>Slow down!</title>
		<link>http://www.solussd.com/2009/01/slow-down/</link>
		<comments>http://www.solussd.com/2009/01/slow-down/#comments</comments>
		<pubDate>Tue, 06 Jan 2009 23:38:10 +0000</pubDate>
		<dc:creator>solussd</dc:creator>
				<category><![CDATA[Programming]]></category>
		<category><![CDATA[Projects]]></category>
		<category><![CDATA[apple]]></category>
		<category><![CDATA[computer vision]]></category>
		<category><![CDATA[faces]]></category>
		<category><![CDATA[haar cascade]]></category>
		<category><![CDATA[identix]]></category>
		<category><![CDATA[iphoto]]></category>
		<category><![CDATA[missedthebus]]></category>
		<category><![CDATA[opencv]]></category>

		<guid isPermaLink="false">http://www.solussd.com/?p=12</guid>
		<description><![CDATA[So I can catch up!
Apple just released a new version of iLife, including an update to iPhoto called Faces. It detects and tags faces in your pictures with the person&#8217;s name. You can see it here: http://www.apple.com/ilife/iphoto/#faces
What&#8217;s frustrating is this was my semester project for a computer vision course I took in spring of 2008. [...]]]></description>
			<content:encoded><![CDATA[<p style="text-align: left;">So I can catch up!</p>
<p style="text-align: left;">Apple just released a new version of iLife, including an update to iPhoto called Faces. It detects and tags faces in your pictures with the person&#8217;s name. You can see it here: <a title="Apple iPhoto Faces" href="http://www.apple.com/ilife/iphoto/#faces">http://www.apple.com/ilife/iphoto/#faces</a></p>
<p style="text-align: left;">What&#8217;s frustrating is this was my semester project for a computer vision course I took in spring of 2008. My solution automatically detected and tagged recognized faces and prompted the user to tag new/unrecognized faces. The program continuously improved on a database of known faces to increase the chance of a positive detection and recognition of known faces (from different angles, lighting, facial hair, etc). To accomplish this I used a combination of the OpenCV computer vision toolkit for face detection (using Viola-Jones / Haar feature cascades)and the Identix SDK for identification statistics and eye locations (as registration coordinates when comparing different sized faces) when comparing facial regions of interest.</p>
<p style="text-align: left;">While I came up with the idea on my own, I realize it isn&#8217;t original. I&#8217;m sure Apple and others have been working on an implementation of this before I even had the idea. The real killer is Apple&#8217;s Facebook plugin. When I started working on the idea the main application I was envisioned was automatic tagging of your Facebook photos. Anyway, below are some pictures from my class demonstration presentation.</p>
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<dl id="attachment_18" class="wp-caption aligncenter" style="width: 310px;">
<dt class="wp-caption-dt" style="text-align: center;"><img class="size-medium wp-image-18" title="Face and eye detection" src="http://www.solussd.com/wp-content/uploads/2009/01/face_eye_detection-300x223.png" alt="Face and eye detection in a group of people" width="300" height="223" /></dt>
<dd class="wp-caption-dd" style="text-align: center;">Face and eye detection in a group of people</dd>
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<dl id="attachment_19" class="wp-caption aligncenter" style="width: 272px;">
<dt class="wp-caption-dt"><img class="size-full wp-image-19" title="Face and eye detection 2" src="http://www.solussd.com/wp-content/uploads/2009/01/face_eye_detection2.png" alt="More face and eye detection" width="262" height="191" /></dt>
<dd class="wp-caption-dd">More face and eye detection</dd>
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</div>
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<dl id="attachment_15" class="wp-caption aligncenter" style="width: 157px;">
<dt class="wp-caption-dt"><img class="size-full wp-image-15" title="Eye Coordinates" src="http://www.solussd.com/wp-content/uploads/2009/01/eye_coordinates.png" alt="Calculated eye coordinates on a detected face" width="147" height="187" /></dt>
<dd class="wp-caption-dd">Calculated eye coordinates on a detected face</dd>
</dl>
</div>
<div class="mceTemp mceIEcenter" style="text-align: center;">
<dl id="attachment_16" class="wp-caption aligncenter" style="width: 310px;">
<dt class="wp-caption-dt"><img class="size-medium wp-image-16" title="Eye coordinates as reference" src="http://www.solussd.com/wp-content/uploads/2009/01/eye_coordinates_ref-300x185.png" alt="Using eye coordinates as registration points for comparing two faces" width="300" height="185" /></dt>
<dd class="wp-caption-dd">Using eye coordinates as registration points for comparing two faces</dd>
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</div>
<div class="mceTemp mceIEcenter" style="text-align: center;">
<dl id="attachment_17" class="wp-caption aligncenter" style="width: 310px;">
<dt class="wp-caption-dt"><img class="size-medium wp-image-17" title="Using eye coordinates as reference" src="http://www.solussd.com/wp-content/uploads/2009/01/eye_coordinates_ref_2-300x190.png" alt="Scaling one face and eye coordinates for feature/structure comparison" width="300" height="190" /></dt>
<dd class="wp-caption-dd">Scaling one face and aligning eye coordinates for feature/structure comparison</dd>
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<dl id="attachment_20" class="wp-caption aligncenter" style="width: 310px;">
<dt class="wp-caption-dt"><img class="size-medium wp-image-20" title="Detection flowchart" src="http://www.solussd.com/wp-content/uploads/2009/01/fc_detection-300x194.png" alt="A frame from my flowchart animation" width="300" height="194" /></dt>
<dd class="wp-caption-dd">A frame from my flowchart animation</dd>
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<dl id="attachment_21" class="wp-caption aligncenter" style="width: 310px;">
<dt class="wp-caption-dt"><img class="size-medium wp-image-21" title="Recognition flowchart" src="http://www.solussd.com/wp-content/uploads/2009/01/fc_recognition-300x208.png" alt="Another frame from my flowchart animation" width="300" height="208" /></dt>
<dd class="wp-caption-dd" style="text-align: center;">Another frame from my flowchart animation</dd>
</dl>
</div>
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