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	<title>TechCrunch &#187; Panoramio</title>
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		<title>Google Researchers Teach Computers Out How To Recognize Images Of Famous Landmarks</title>
		<link>http://www.techcrunch.com/2009/06/22/google-researchers-teach-computers-out-how-to-recognize-images-of-famous-landmarks/</link>
		<comments>http://www.techcrunch.com/2009/06/22/google-researchers-teach-computers-out-how-to-recognize-images-of-famous-landmarks/#comments</comments>
		<pubDate>Mon, 22 Jun 2009 16:33:28 +0000</pubDate>
		<dc:creator>Erick Schonfeld</dc:creator>
				<category><![CDATA[Company & Product Profiles]]></category>
		<category><![CDATA[google]]></category>
		<category><![CDATA[Google image search]]></category>
		<category><![CDATA[Panoramio]]></category>
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		<guid isPermaLink="false">http://www.techcrunch.com/?p=75261</guid>
		<description><![CDATA[<img src="http://www.techcrunch.com/wp-content/uploads/2009/06/acropoliscluster-185x200.png" width="185" height="200" />

Image recognition is still one of those things that humans find easy to do but computers keep stumbling over.  Some Google researchers published a paper describing progress they are making in teaching computers how to identify famous landmarks, which may eventually be applied more broadly to image search in general. 

In a blog post, Jay Yagnik, the head of Cmputer Vision Research at Google, <a href="http://googleblog.blogspot.com/2009/06/new-landmark-in-computer-vision.html">writes</a>:

<blockquote>While we've gone a long way towards unlocking the information stored in text on the web, there's still much work to be done unlocking the information stored in pixels.</blockquote>]]></description>
			<content:encoded><![CDATA[<p><img src="http://cache0.techcrunch.com/wp-content/uploads/2009/06/acropoliscluster.png" class="shot2"/></p>
<p>Image recognition is still one of those things that humans find easy to do but computers keep stumbling over.  Some Google researchers published a paper describing progress they are making in teaching computers how to identify famous landmarks, which may eventually be applied more broadly to image search in general. </p>
<p>In a blog post, Jay Yagnik, the head of Computer Vision Research at Google, <a href="http://googleblog.blogspot.com/2009/06/new-landmark-in-computer-vision.html">writes</a>:</p>
<blockquote><p>While we&#8217;ve gone a long way towards unlocking the information stored in text on the web, there&#8217;s still much work to be done unlocking the information stored in pixels.</p></blockquote>
<p>In the experiment, the researchers fed &#8220;an unnamed, untagged picture of a landmark&#8221; found on the Internet and the system would spit back the name and location of the landmark, such as the Acropolis in Greece.  Each untagged photo was be compared to 40 million GPS-tagged images on Picasa and Panoramio (both owned by Google), as well as related photos found through Google Image Search.  Using clustering and new image indexing techniques, the Google researchers were able to identify untagged photos of the same landmarks from different angles and under various lighting conditions.</p>
<p>The researchers report that their system can identify 50,000 landmarks with 80 percent accuracy.  I&#8217;m not sure that&#8217;s quite good enough to even roll that out in a beta product, but if Google can get it to 90 percent or 95 percent that would start to be consumer-friendly.  Over the past few years, there&#8217;s been a lot of progress in image recognition, especially with <a href="http://www.techcrunch.com/2008/03/29/image-recognition-problem-finally-solved-lets-pay-people-to-tag-photos/">facial recognition</a>  For instance, <a href="http://www.techcrunch.com/2009/05/14/find-the-clown-facecom-tags-400-million-facebook-photos-in-30-days-more-invites/">Face.com does a particularly good job</a> with Facebook photos.  But buildings and objects may be pose a different set of image-recognition challenges.</p>
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		<title>Google&#8217;s Panoramio Launches Photosynth-like Flythroughs</title>
		<link>http://www.techcrunch.com/2008/06/03/googles-panoramio-launches-photosynth-like-flythroughs/</link>
		<comments>http://www.techcrunch.com/2008/06/03/googles-panoramio-launches-photosynth-like-flythroughs/#comments</comments>
		<pubDate>Tue, 03 Jun 2008 19:13:38 +0000</pubDate>
		<dc:creator>Jason Kincaid</dc:creator>
				<category><![CDATA[Company & Product Profiles]]></category>
		<category><![CDATA[google]]></category>
		<category><![CDATA[Panoramio]]></category>

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		<description><![CDATA[
Microsoft&#8217;s Photosynth is undeniably gorgeous &#8211; it lets users &#8220;walk&#8221; through various locales by stitching together thousands of user-submitted photos to create a virtual 3D environment.  Unfortunately, up until today this experience has only been available to Windows users.
Cue Panoramio, a Spanish photo site that Google  acquired in May 2007.  Panoramio has [...]]]></description>
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<p>Microsoft&#8217;s <a href="http://labs.live.com/photosynth/">Photosynth</a> is undeniably <a href="http://www.techcrunch.com/2007/06/14/the-3d-realvirtual-world-hybrid-how-far-away/">gorgeous</a> &#8211; it lets users &#8220;walk&#8221; through various locales by stitching together thousands of user-submitted photos to create a virtual 3D environment.  Unfortunately, up until today this experience has only been available to Windows users.</p>
<p>Cue <a href="http://www.panoramio.com">Panoramio</a>, a Spanish photo site that Google <a href="http://www.panoramio.com/blog/google-agrees-to-acquire-panoramio/"> acquired</a> in May 2007.  Panoramio has just launched a new &#8220;Look Around&#8221; feature that seems like a toned down (but still impressive) version of Photosynth.  And because it&#8217;s in Flash, you&#8217;ll be able to try it out on your Mac.</p>
<p>The site has stitched together photos from areas with high image density (mostly landmarks and city squares) to create its version of walk-through albums.  At launch users can choose from sites including <a href="http://www.panoramio.com/photo/37552">the top of the Empire State Building</a>, <a href="http://www.panoramio.com/photo/288737">the Sydney Opera House</a>, and <a href="http://www.panoramio.com/photo/1975890">the Taj Mahal</a>.</p>
<p>Users can even create their own &#8220;Look Around&#8221; destinations by taking 10-20 photos of their favorite places.  Panoramio&#8217;s system indexes new photos and searches for matches every two weeks.</p>
<p>For more information and available destinations, check out <a href="http://www.gearthblog.com/blog/archives/2008/06/look_around_with_google_panoramio.html">Frank Taylor&#8217;s blog</a> and the video below.</p>
<p><center><br />
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