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    <title>RoboRealm Forum</title>
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    <lastBuildDate>Tue, 30 Nov 1999 00:11:00 EST</lastBuildDate>
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    <item>
        <title>No Title</title>
        <description>
        Roland,&lt;br&gt;&lt;br&gt;I think you figured this one out ... just to summerize:&lt;br&gt;&lt;br&gt;Image Match - looks at the ENTIRE image as a match. It does not look at particular shapes or features. It instead focuses on color distribution. Works best on scenic images and not on individual parts.&lt;br&gt;&lt;br&gt;Shape Match - expects a black and white only image (binarized) so a color one will not work. You need to threshold, etc. before using that module.&lt;br&gt;&lt;br&gt;Object Recognition - more of what you were looking for. Has various techniques that mainly focus on features (corners) or edges. Best for the detection of known parts in an image.&lt;br&gt;&lt;br&gt;Naturally, lighting will affect the match since the models need to be pixel similar with what you are matching against.&lt;br&gt;&lt;br&gt;Again, not sure if you&apos;ve tried the circle or ellipse modules for screw detection. Seems like that would be the way to go instead of actual object/pixel matching.&lt;br&gt;&lt;br&gt;STeven.&lt;br&gt;        </description>
        <link>http://www.roborealm.com/forum/index.php?thread_id=5167</link>
        <guid>http://www.roborealm.com/forum/index.php?thread_id=5167</guid>
        <pubDate>Tue, 30 Nov 1999 00:11:00 EST</pubDate>
    </item>
    <item>
        <title>No Title</title>
        <description>
        It looks like the best approach is to use &apos;Object recognition&apos; and not Shape match, nor Image match.&lt;br&gt;&lt;br&gt;What I&apos;m doing is to take a number of pictures with the screw slightly rotated in each one, mostly because of the reflections within the screw.&amp;nbsp;&amp;nbsp;This way I can get over 90% confidence.&lt;br&gt;&lt;br&gt;Roland&lt;br&gt;        </description>
        <link>http://www.roborealm.com/forum/index.php?thread_id=5167</link>
        <guid>http://www.roborealm.com/forum/index.php?thread_id=5167</guid>
        <pubDate>Tue, 30 Nov 1999 00:11:00 EST</pubDate>
    </item>
    <item>
        <title>finding screws</title>
        <description>
        &lt;br&gt;Can anyone explain how to best go about using image match?&lt;br&gt;&lt;br&gt;In the attached image, I took a snapshot of the screw and used that as the shape to match. Unfortunately RR found a match in the open area as shown. I thought I would get a 100% match of the screw since it&apos;s a perfect overlay.&lt;br&gt;&lt;br&gt;How could I better sample the screw image to get a match?&lt;br&gt;How does scale of the training image affect the match?&lt;br&gt;Does it help to have a 1:1 scale of sample and target?&lt;br&gt;Should the training image be highly stylised?&lt;br&gt;&lt;br&gt;Regards&lt;br&gt;Roland&lt;p&gt;&lt;br&gt;&lt;a target=_blank href=&quot;http://www.roborealm.com/uploads/26651_1.jpg&quot;&gt;&lt;img border=1 src=&quot;http://www.roborealm.com/uploads/26651_thumb_1.jpg&quot;&gt;&lt;/a&gt;&amp;nbsp;&lt;a target=_blank href=&quot;http://www.roborealm.com/uploads/26651_2.jpg&quot;&gt;&lt;img border=1 src=&quot;http://www.roborealm.com/uploads/26651_thumb_2.jpg&quot;&gt;&lt;/a&gt;&amp;nbsp;&lt;br&gt;        </description>
        <link>http://www.roborealm.com/forum/index.php?thread_id=5167</link>
        <guid>http://www.roborealm.com/forum/index.php?thread_id=5167</guid>
        <pubDate>Tue, 30 Nov 1999 00:11:00 EST</pubDate>
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