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	<title>lapax on stuff: caveat lector</title>
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	<description>lex lapax on everything under the sun... careful what you read</description>
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		<title>lapax on stuff: caveat lector</title>
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		<title>eye of eyes 5</title>
		<link>http://lapax.wordpress.com/2010/03/31/eye-of-eyes-5/</link>
		<comments>http://lapax.wordpress.com/2010/03/31/eye-of-eyes-5/#comments</comments>
		<pubDate>Wed, 31 Mar 2010 17:33:21 +0000</pubDate>
		<dc:creator>Sandeep Puri</dc:creator>
				<category><![CDATA[idea]]></category>
		<category><![CDATA[opencv]]></category>
		<category><![CDATA[openzoom]]></category>
		<category><![CDATA[zoomify]]></category>

		<guid isPermaLink="false">http://lapax.wordpress.com/?p=260</guid>
		<description><![CDATA[Using AndreaMosaic and Zoomify, I was able to create a zoomable interface that at least allows you to look at the individual eyes. Since zoomify (and other such interfaces) uses image pyramids, the zoomable interface uses a bunch of small image files, I could not host it on this wordpress site (or didn&#8217;t have the [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=lapax.wordpress.com&amp;blog=18659&amp;post=260&amp;subd=lapax&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>Using <a href="http://www.andreaplanet.com/andreamosaic/">AndreaMosaic</a> and <a href="http://www.zoomify.com/">Zoomify</a>, I was able to create a zoomable interface that at least allows you to look at the individual eyes. </p>
<p>Since zoomify (and other such interfaces) uses image pyramids, the zoomable interface uses a bunch of small image files, I could not host it on this wordpress site (or didn&#8217;t have the time/inclination to figure it out).</p>
<p>I&#8217;ve hosted it <a href="http://zaphod.newweb.net.nyud.net/~sandeep/projects/eye-of-eyes/">here</a> via <a href="http://www.coralcdn.org/">Coral CDN</a>.</p>
<p>I would like to use <a href="http://openzoom.org/">openzoom</a> for this, maybe at a later point.</p>
<p>For now, this project is close. Thanks <a href="http://en.wikipedia.org/wiki/Aishwarya_Rai">Aishwarya</a>, for lending your eyes.</p>
<p>See <a href="/2010/03/29/eye-of-eyes-4/">previous post</a>.</p>
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		<title>eye of eyes 4</title>
		<link>http://lapax.wordpress.com/2010/03/29/eye-of-eyes-4/</link>
		<comments>http://lapax.wordpress.com/2010/03/29/eye-of-eyes-4/#comments</comments>
		<pubDate>Mon, 29 Mar 2010 18:55:29 +0000</pubDate>
		<dc:creator>Sandeep Puri</dc:creator>
				<category><![CDATA[idea]]></category>
		<category><![CDATA[code]]></category>
		<category><![CDATA[opencv]]></category>

		<guid isPermaLink="false">http://lapax.wordpress.com/?p=252</guid>
		<description><![CDATA[Got opencv to detect eyes from the collection of portraits that I have. Got more than 1700+ eyes, that&#8217;s way more than the 100 or so I had. Eye detection with opencv works like a charm. There are false positives but the ratio is very small (10 out of 1500 or so).. Using those and [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=lapax.wordpress.com&amp;blog=18659&amp;post=252&amp;subd=lapax&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>Got opencv to detect eyes from the collection of portraits that I have. Got  more than 1700+ eyes, that&#8217;s way more than the 100 or so I had.  Eye detection with opencv works like a charm. There are false positives but the ratio is very small (10 out of 1500 or so)..</p>
<p>Using those and <a href="http://www.complang.tuwien.ac.at/schani/metapixel/">metapixel</a>, I created a composite which you can see below:<br />
<a href="http://lapax.files.wordpress.com/2010/03/celebblue12meganfox-eyes-1.png"><img src="http://lapax.files.wordpress.com/2010/03/celebblue12meganfox-eyes-1.png?w=300&#038;h=115" alt="" title="celebblue12meganfox-eyes-1" width="300" height="115" class="alignnone size-medium wp-image-253" /></a></p>
<p>Next step is to use something like <a href="http://www.zoomify.com">zoomify</a> to let you see the actual component eyes in detail.</p>
<p>(see <a href="/2010/03/23/eye-of-eyes-3/">previous</a>).</p>
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			<media:title type="html">celebblue12meganfox-eyes-1</media:title>
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		<item>
		<title>eye of eyes 3</title>
		<link>http://lapax.wordpress.com/2010/03/23/eye-of-eyes-3/</link>
		<comments>http://lapax.wordpress.com/2010/03/23/eye-of-eyes-3/#comments</comments>
		<pubDate>Wed, 24 Mar 2010 03:20:54 +0000</pubDate>
		<dc:creator>Sandeep Puri</dc:creator>
				<category><![CDATA[idea]]></category>
		<category><![CDATA[code]]></category>
		<category><![CDATA[opencv]]></category>

		<guid isPermaLink="false">http://lapax.wordpress.com/?p=246</guid>
		<description><![CDATA[Got Open CV from ubuntu along with the python bindings. Turns out the one available on ubuntu karmic is opencv 1.x. OpenCV 2.x is out so, want to make sure I take advantage of any improvements in the library. (see previous post Following a bunch of sources, (including an easier python binding framework), I finally [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=lapax.wordpress.com&amp;blog=18659&amp;post=246&amp;subd=lapax&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>Got Open CV from ubuntu along with the python bindings.<br />
Turns out the one available on ubuntu karmic is opencv 1.x.<br />
OpenCV 2.x is out so, want to make sure I take advantage of any improvements in the library. (see <a href="/2010/03/20/eye-of-eyes-2/">previous post</a> </p>
<p>Following <a href="http://opencv.willowgarage.com/wiki/InstallGuide">a bunch</a> <a href="http://opencv.willowgarage.com/wiki/Mac_OS_X_OpenCV_Port">of sources</a>, (including <a href="http://code.google.com/p/pyopencv/wiki/Installation_OpenCV">an easier python binding</a> framework), I finally settled upon compiling opencv and using the new python bindings on ubuntu 64. Too bad I couldn&#8217;t use the <a href="http://code.google.com/p/pyopencv/">pyopencv</a> bindings.. looked cool but no x64 support yet.</p>
<p>After mucking around, I got it to capture frames from a webcam and detect my face and my eyes and track it. I&#8217;m using the default haarcascade_frontalface_alt.xml and haarcascade_eye.xml cascade files that come with opencv.</p>
<p>Here&#8217;s the sample image<br />
<a href="http://lapax.files.wordpress.com/2010/03/eye_detect_1.jpg"><img src="http://lapax.files.wordpress.com/2010/03/eye_detect_1.jpg?w=300&#038;h=235" alt="" title="face and eye detection using python bindings for opencv" width="300" height="235" class="alignnone size-medium wp-image-247" /></a><br />
In a nutshell, face detection, eye detection (any object detection) using opencv works pretty well as long as you have a properly defined haarcascades file for it. </p>
<p>Next up, rewriting the script to a runnable script for extracting and saving eyes from images.</p>
<p>Getting there&#8230; <img src='http://s2.wp.com/wp-includes/images/smilies/icon_smile.gif' alt=':)' class='wp-smiley' /> </p>
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			<media:title type="html">face and eye detection using python bindings for opencv</media:title>
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		<title>eye of eyes 2</title>
		<link>http://lapax.wordpress.com/2010/03/20/eye-of-eyes-2/</link>
		<comments>http://lapax.wordpress.com/2010/03/20/eye-of-eyes-2/#comments</comments>
		<pubDate>Sun, 21 Mar 2010 03:00:20 +0000</pubDate>
		<dc:creator>Sandeep Puri</dc:creator>
				<category><![CDATA[idea]]></category>
		<category><![CDATA[code]]></category>
		<category><![CDATA[opencv]]></category>

		<guid isPermaLink="false">http://lapax.wordpress.com/?p=244</guid>
		<description><![CDATA[After 2, 3 years, I still don&#8217;t have enough eye photographs. This would require thousands (see previous post). One good idea would be to extract eyes from existing photographs of people that I already have. That would mean detecting, cutting, pasting and saving eye images from thousands of pics. Sounds like a programming job. You&#8217;d [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=lapax.wordpress.com&amp;blog=18659&amp;post=244&amp;subd=lapax&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>After 2, 3 years, I still don&#8217;t have enough eye photographs. This would require thousands (see <a href="/2006/01/21/eye-of-eyes/">previous post</a>).</p>
<p>One good idea would be to extract eyes from existing photographs of people that I already have. That would mean detecting, cutting, pasting and saving eye images from thousands of pics.</p>
<p>Sounds like a programming job. You&#8217;d think!</p>
<p>Turns out there aren&#8217;t any free libraries out there.. and coming up with a pattern matching algorithm on your own is not trivial..</p>
<p>Enter <a href="http://opencv.willowgarage.com/">OpenCV</a>, an open source computer vision package started by Intel. Besides giving you lots of image manipulation stuff, it gives you object detection using HaarCascades, based on a paper by <a href="http://en.wikipedia.org/wiki/Viola-Jones_object_detection_framework">Viola and Jones, &#8220;Rapid object detection using boosted cascade of simple features&#8221;, Computer Vision and Pattern Recognition</a>.</p>
<p>The detect object feature basically uses trained classifiers based on known object images to detect similar objects in a given image. The classifiers are stored in xml files that the library can load up. The opencv framework even gives you tools to create and train your own classifiers AND a set of sample cascade files. There are other cascade files available on the <a href="http://www.google.com/search?q=opencv+haar+cascade+file">net</a>.</p>
<p>Awesome.</p>
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		<title>The emergence of TD Hamilton</title>
		<link>http://lapax.wordpress.com/2010/03/14/the-emergence-of-td-hamilton/</link>
		<comments>http://lapax.wordpress.com/2010/03/14/the-emergence-of-td-hamilton/#comments</comments>
		<pubDate>Mon, 15 Mar 2010 01:28:12 +0000</pubDate>
		<dc:creator>Sandeep Puri</dc:creator>
				<category><![CDATA[rants]]></category>
		<category><![CDATA[time travel]]></category>

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		<description><![CDATA[TD Hamilton is about to burst from it&#8217;s cocoon. Or, maybe it already &#8220;is&#8221;, and it&#8217;s just phasing into this frame of reference in the current time-stream.<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=lapax.wordpress.com&amp;blog=18659&amp;post=238&amp;subd=lapax&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>TD Hamilton is about to burst from it&#8217;s cocoon. Or, maybe it already &#8220;is&#8221;, and it&#8217;s just phasing into this frame of reference in the current time-stream.</p>
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		<title>zen, the right brain and existence</title>
		<link>http://lapax.wordpress.com/2008/11/11/zen-the-right-brain-and-existence/</link>
		<comments>http://lapax.wordpress.com/2008/11/11/zen-the-right-brain-and-existence/#comments</comments>
		<pubDate>Tue, 11 Nov 2008 18:59:03 +0000</pubDate>
		<dc:creator>Sandeep Puri</dc:creator>
				<category><![CDATA[idea]]></category>

		<guid isPermaLink="false">http://lapax.wordpress.com/?p=226</guid>
		<description><![CDATA[Jill Bolte Taylor&#8217;s TED talk made me think about meditation and the functioning of the brain. Here&#8217;s an excerpt about the talk posted on TED.com Jill Bolte Taylor got a research opportunity few brain scientists would wish for: She had a massive stroke, and watched as her brain functions &#8212; motion, speech, self-awareness –- shut [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=lapax.wordpress.com&amp;blog=18659&amp;post=226&amp;subd=lapax&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p><a href="http://www.ted.com/index.php/talks/jill_bolte_taylor_s_powerful_stroke_of_insight.html">Jill Bolte Taylor&#8217;s TED talk</a> made me think about meditation and the functioning of the brain.</p>
<p>Here&#8217;s an excerpt about the talk posted on TED.com</p>
<blockquote><p>
Jill Bolte Taylor got a research opportunity few brain scientists would wish for: She had a massive stroke, and watched as her brain functions &#8212; motion, speech, self-awareness –- shut down one by one. An astonishing story.
</p></blockquote>
<p>What I got out of the talk is that once we have the ability to think selectively from the right side of the brain, we enter a sort of zen mode of existence. Which makes me think about the mode that we (or people who can) get into when they&#8217;re meditating. Even more fascinating is the possibility of switching from the right to the left at will, and being able to co-relate the individuality aspects (left brain) with the connectedness and universality aspects (right brain) in day to day life.</p>
<p>Fascinating stuff. This probably adds more to brain research and our place in existence than all the mind/brain research done in the last hundred years.</p>
<p>The content on <a href="http://www.ted.com">TED</a> is amazing. Chris Anderson (of Wired and <a href="http://en.wikipedia.org/wiki/The_Long_Tail">long tail</a> fame) has done a tremendous job of ensuring that the content is available for everyone to view. Contrary to what I&#8217;ve heard from some folks, I don&#8217;t believe TED is <a href="http://www.ted.com/index.php/pages/view/id/185">elitist</a> at all.</p>
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		<slash:comments>2</slash:comments>
	
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			<media:title type="html">lapax</media:title>
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		<title>why i read boing boing</title>
		<link>http://lapax.wordpress.com/2008/10/30/why-i-read-boing-boing/</link>
		<comments>http://lapax.wordpress.com/2008/10/30/why-i-read-boing-boing/#comments</comments>
		<pubDate>Fri, 31 Oct 2008 02:19:51 +0000</pubDate>
		<dc:creator>Sandeep Puri</dc:creator>
				<category><![CDATA[commentary]]></category>
		<category><![CDATA[Add new tag]]></category>
		<category><![CDATA[religion]]></category>

		<guid isPermaLink="false">http://lapax.wordpress.com/?p=223</guid>
		<description><![CDATA[This is awesome entertainment&#8230; The &#8220;religious people praying for the bull to rise&#8221; bit ..<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=lapax.wordpress.com&amp;blog=18659&amp;post=223&amp;subd=lapax&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>This is awesome entertainment&#8230;</p>
<p>The &#8220;religious people praying for the bull to rise&#8221; bit ..</p>
<div class="wp-caption alignnone" style="width: 504px"><a href="http://www.boingboing.net/2008/10/30/wonkette-jesus-peopl.html"><img alt="boing boing reporting on people praying to the bull" src="http://www.boingboing.net/200810301616.jpg" width="494" height="476" /></a><p class="wp-caption-text">boing boing reporting on people praying to the bull</p></div>
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			<media:title type="html">boing boing reporting on people praying to the bull</media:title>
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		<item>
		<title>blogging is dead</title>
		<link>http://lapax.wordpress.com/2008/10/21/blogging-is-dead/</link>
		<comments>http://lapax.wordpress.com/2008/10/21/blogging-is-dead/#comments</comments>
		<pubDate>Tue, 21 Oct 2008 18:19:49 +0000</pubDate>
		<dc:creator>Sandeep Puri</dc:creator>
				<category><![CDATA[rants]]></category>

		<guid isPermaLink="false">http://lapax.wordpress.com/?p=220</guid>
		<description><![CDATA[Blogging is dead. Long live twitter/fbook/flickr/microblogging. A search on google returns 18 million hits. Get your ranting/15 minutes of fame/self publishing fix somewhere else. Every social site has some form of expression/microblogging features. But I keep trying&#8230;<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=lapax.wordpress.com&amp;blog=18659&amp;post=220&amp;subd=lapax&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>Blogging is dead. Long live twitter/fbook/flickr/microblogging.</p>
<p>A <a href="http://www.google.com/search?q=blogging+is+dead&amp;ie=utf-8&amp;oe=utf-8&amp;aq=t">search </a>on google returns 18 million hits. </p>
<p>Get your ranting/15 minutes of fame/self publishing fix somewhere else. Every social site has some form of expression/microblogging features.</p>
<p>But I keep trying&#8230;</p>
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		<title>why i read jwz</title>
		<link>http://lapax.wordpress.com/2008/08/23/why-i-read-jwz/</link>
		<comments>http://lapax.wordpress.com/2008/08/23/why-i-read-jwz/#comments</comments>
		<pubDate>Sat, 23 Aug 2008 11:02:36 +0000</pubDate>
		<dc:creator>Sandeep Puri</dc:creator>
				<category><![CDATA[commentary]]></category>

		<guid isPermaLink="false">http://lapax.wordpress.com/?p=216</guid>
		<description><![CDATA[I love this guy&#8230; Dear Diary, tonight I saw a shirtless man run down the middle of the street. Being chased by another shirtless man. Whose pants were falling down. Because he had just taken off his belt. Which he then began using to beat the first man. Good times. http://jwz.livejournal.com/924938.html<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=lapax.wordpress.com&amp;blog=18659&amp;post=216&amp;subd=lapax&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>I love this guy&#8230;</p>
<blockquote><p>
Dear Diary, tonight I saw a shirtless man run down the middle of the street. Being chased by another shirtless man. Whose pants were falling down. Because he had just taken off his belt. Which he then began using to beat the first man.</p>
<p>Good times.
</p></blockquote>
<p><a href="http://jwz.livejournal.com/924938.html">http://jwz.livejournal.com/924938.html</a></p>
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		<title>beauty is skin deep</title>
		<link>http://lapax.wordpress.com/2008/08/17/beauty-is-skin-deep/</link>
		<comments>http://lapax.wordpress.com/2008/08/17/beauty-is-skin-deep/#comments</comments>
		<pubDate>Mon, 18 Aug 2008 07:02:34 +0000</pubDate>
		<dc:creator>Sandeep Puri</dc:creator>
				<category><![CDATA[commentary]]></category>
		<category><![CDATA[analysis]]></category>
		<category><![CDATA[beauty]]></category>
		<category><![CDATA[statistics]]></category>

		<guid isPermaLink="false">http://lapax.wordpress.com/?p=208</guid>
		<description><![CDATA[This confirms my suspicion that we&#8217;re all very shallow. As in skin deep. Here&#8217;s an analysis/attempt to algorithmize how we perceive physical beauty in our fellow human beings. It&#8217;s based on a statistical analysis of what humans perceive to be beautiful. When human raters are presented with a collection of shapes and asked to rank [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=lapax.wordpress.com&amp;blog=18659&amp;post=208&amp;subd=lapax&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>This confirms my suspicion that we&#8217;re all very shallow. As in skin deep.<br />
Here&#8217;s an analysis/attempt to algorithmize how we perceive physical beauty in our fellow human beings.</p>
<blockquote><p>
It&#8217;s based on a statistical analysis of what humans perceive to be beautiful. </p>
<p>When human raters are presented with a collection of shapes and asked to rank them according to their aesthetic appeal, the results often indicate that there is a statistical consensus among the raters. Yet it might be difficult to define a succinct set of rules that capture the aesthetic preferences of the raters. In this work, we explore a data-driven approach to aesthetic enhancement of such shapes. Specifically, we focus on the challenging problem of enhancing the aesthetic appeal (or the attractiveness) of human faces in frontal photographs (portraits), while maintaining close similarity with the original.
</p></blockquote>
<p><img src="http://www.cs.tau.ac.il/~tommer/beautification2008/teaser-female-before.jpg" alt="before" /><img src="http://www.cs.tau.ac.il/~tommer/beautification2008/teaser-female-after.jpg" alt="after" /></p>
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