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	<title>Comments on: Captcha Breaking Experiment in PHP</title>
	<atom:link href="http://www.vistaarc.com/personal/captcha-breaking-experiment-with-histogram-in-php/feed" rel="self" type="application/rss+xml" />
	<link>http://www.vistaarc.com/personal/captcha-breaking-experiment-with-histogram-in-php</link>
	<description>Innovative Blog</description>
	<lastBuildDate>Wed, 25 Aug 2010 15:42:18 +0000</lastBuildDate>
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		<title>By: Niloy</title>
		<link>http://www.vistaarc.com/personal/captcha-breaking-experiment-with-histogram-in-php/comment-page-1#comment-828</link>
		<dc:creator>Niloy</dc:creator>
		<pubDate>Sat, 07 Feb 2009 21:00:41 +0000</pubDate>
		<guid isPermaLink="false">http://www.vistaarc.com/?p=127#comment-828</guid>
		<description>That&#039;s an excellent font you used there. For a while, I thought you had a graphics tablet and an excellent handwriting. :)</description>
		<content:encoded><![CDATA[<p>That&#8217;s an excellent font you used there. For a while, I thought you had a graphics tablet and an excellent handwriting. <img src='http://www.vistaarc.com/wp-includes/images/smilies/icon_smile.gif' alt=':)' class='wp-smiley' /> </p>
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	<item>
		<title>By: VistaArc</title>
		<link>http://www.vistaarc.com/personal/captcha-breaking-experiment-with-histogram-in-php/comment-page-1#comment-816</link>
		<dc:creator>VistaArc</dc:creator>
		<pubDate>Sat, 24 Jan 2009 09:24:22 +0000</pubDate>
		<guid isPermaLink="false">http://www.vistaarc.com/?p=127#comment-816</guid>
		<description>@Sabuj Kundu aka manchumahara - Certainly

@hasin Thanks, I went through this link before.</description>
		<content:encoded><![CDATA[<p>@Sabuj Kundu aka manchumahara &#8211; Certainly</p>
<p>@hasin Thanks, I went through this link before.</p>
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	<item>
		<title>By: hasin</title>
		<link>http://www.vistaarc.com/personal/captcha-breaking-experiment-with-histogram-in-php/comment-page-1#comment-815</link>
		<dc:creator>hasin</dc:creator>
		<pubDate>Sat, 24 Jan 2009 07:20:58 +0000</pubDate>
		<guid isPermaLink="false">http://www.vistaarc.com/?p=127#comment-815</guid>
		<description>very interesting indeed. good work :)

have a look at http://www.cs.sfu.ca/~mori/research/gimpy/ - here is another interesting project to break captcha. see the variations they have done, just amazing.</description>
		<content:encoded><![CDATA[<p>very interesting indeed. good work <img src='http://www.vistaarc.com/wp-includes/images/smilies/icon_smile.gif' alt=':)' class='wp-smiley' /> </p>
<p>have a look at <a href="http://www.cs.sfu.ca/~mori/research/gimpy/" rel="nofollow" onclick="urchinTracker('/outgoing/www.cs.sfu.ca/_mori/research/gimpy/?referer=');">http://www.cs.sfu.ca/~mori/research/gimpy/</a> &#8211; here is another interesting project to break captcha. see the variations they have done, just amazing.</p>
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		<title>By: Sabuj Kundu aka manchumahara</title>
		<link>http://www.vistaarc.com/personal/captcha-breaking-experiment-with-histogram-in-php/comment-page-1#comment-813</link>
		<dc:creator>Sabuj Kundu aka manchumahara</dc:creator>
		<pubDate>Sat, 24 Jan 2009 06:30:51 +0000</pubDate>
		<guid isPermaLink="false">http://www.vistaarc.com/?p=127#comment-813</guid>
		<description>I read about the Nadim&#039;s blog and now this one. Got fan of u both :D. I think I will try to do some experiment soon.</description>
		<content:encoded><![CDATA[<p>I read about the Nadim&#8217;s blog and now this one. Got fan of u both <img src='http://www.vistaarc.com/wp-includes/images/smilies/icon_biggrin.gif' alt=':D' class='wp-smiley' /> . I think I will try to do some experiment soon.</p>
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		<title>By: Kurt Alfred Kluever</title>
		<link>http://www.vistaarc.com/personal/captcha-breaking-experiment-with-histogram-in-php/comment-page-1#comment-802</link>
		<dc:creator>Kurt Alfred Kluever</dc:creator>
		<pubDate>Sat, 10 Jan 2009 19:26:35 +0000</pubDate>
		<guid isPermaLink="false">http://www.vistaarc.com/?p=127#comment-802</guid>
		<description>@Nadim: You mentioned the Video CAPTCHA...that was my thesis topic :-).  Here&#039;s more info about it and a link to a demo: http://www.kloover.com/video-captchas/

@VistaArc: I tested a few different classification methods for breaking the PayPal CAPTCHA (including vertical and horizontal projections as you have done). The writeup and full MATLAB source code are up on my site: http://www.kloover.com/projects/paypalhip/</description>
		<content:encoded><![CDATA[<p>@Nadim: You mentioned the Video CAPTCHA&#8230;that was my thesis topic <img src='http://www.vistaarc.com/wp-includes/images/smilies/icon_smile.gif' alt=':-)' class='wp-smiley' /> .  Here&#8217;s more info about it and a link to a demo: <a href="http://www.kloover.com/video-captchas/" rel="nofollow" onclick="urchinTracker('/outgoing/www.kloover.com/video-captchas/?referer=');">http://www.kloover.com/video-captchas/</a></p>
<p>@VistaArc: I tested a few different classification methods for breaking the PayPal CAPTCHA (including vertical and horizontal projections as you have done). The writeup and full MATLAB source code are up on my site: <a href="http://www.kloover.com/projects/paypalhip/" rel="nofollow" onclick="urchinTracker('/outgoing/www.kloover.com/projects/paypalhip/?referer=');">http://www.kloover.com/projects/paypalhip/</a></p>
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		<title>By: Nadim Jahangir</title>
		<link>http://www.vistaarc.com/personal/captcha-breaking-experiment-with-histogram-in-php/comment-page-1#comment-801</link>
		<dc:creator>Nadim Jahangir</dc:creator>
		<pubDate>Sat, 10 Jan 2009 17:42:13 +0000</pubDate>
		<guid isPermaLink="false">http://www.vistaarc.com/?p=127#comment-801</guid>
		<description>thanx,
u seem an interesting guy. keep in touch. would love to have chat with u later on :)</description>
		<content:encoded><![CDATA[<p>thanx,<br />
u seem an interesting guy. keep in touch. would love to have chat with u later on <img src='http://www.vistaarc.com/wp-includes/images/smilies/icon_smile.gif' alt=':)' class='wp-smiley' /> </p>
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	<item>
		<title>By: VistaArc</title>
		<link>http://www.vistaarc.com/personal/captcha-breaking-experiment-with-histogram-in-php/comment-page-1#comment-800</link>
		<dc:creator>VistaArc</dc:creator>
		<pubDate>Sat, 10 Jan 2009 13:25:07 +0000</pubDate>
		<guid isPermaLink="false">http://www.vistaarc.com/?p=127#comment-800</guid>
		<description>@Nadim Jahangir

Thanks bro, Ya I know :) . First of all, Edit Distance is not a appropriate approach you know ;) I wanted to use Neural Networking. But then think I should use something simple to break this simple captcha [Mosha marte kaman keno???] :) , Even it can be broken with distribution formulas [sounds funny though] ;) . Here for this simple captcha Edit Distance has some tolerance, but it is ignorable. No one mind if 1 is fault among 10000 :P . So, for complex captchas it will be like 9000 faults in 10000. lolz

Hmm, After their bad experience with Audio Captcha they are now dealing with Video. Actually, Audio captcha is easier to break than Visual capthca. And, Ya its really fun doing this.

BTW, Keep doing your great jobs. Your projects are really awesome.</description>
		<content:encoded><![CDATA[<p>@Nadim Jahangir</p>
<p>Thanks bro, Ya I know <img src='http://www.vistaarc.com/wp-includes/images/smilies/icon_smile.gif' alt=':)' class='wp-smiley' />  . First of all, Edit Distance is not a appropriate approach you know <img src='http://www.vistaarc.com/wp-includes/images/smilies/icon_wink.gif' alt=';)' class='wp-smiley' />  I wanted to use Neural Networking. But then think I should use something simple to break this simple captcha [Mosha marte kaman keno???] <img src='http://www.vistaarc.com/wp-includes/images/smilies/icon_smile.gif' alt=':)' class='wp-smiley' />  , Even it can be broken with distribution formulas [sounds funny though] <img src='http://www.vistaarc.com/wp-includes/images/smilies/icon_wink.gif' alt=';)' class='wp-smiley' />  . Here for this simple captcha Edit Distance has some tolerance, but it is ignorable. No one mind if 1 is fault among 10000 <img src='http://www.vistaarc.com/wp-includes/images/smilies/icon_razz.gif' alt=':P' class='wp-smiley' />  . So, for complex captchas it will be like 9000 faults in 10000. lolz</p>
<p>Hmm, After their bad experience with Audio Captcha they are now dealing with Video. Actually, Audio captcha is easier to break than Visual capthca. And, Ya its really fun doing this.</p>
<p>BTW, Keep doing your great jobs. Your projects are really awesome.</p>
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	<item>
		<title>By: Nadim Jahangir</title>
		<link>http://www.vistaarc.com/personal/captcha-breaking-experiment-with-histogram-in-php/comment-page-1#comment-799</link>
		<dc:creator>Nadim Jahangir</dc:creator>
		<pubDate>Sat, 10 Jan 2009 13:07:47 +0000</pubDate>
		<guid isPermaLink="false">http://www.vistaarc.com/?p=127#comment-799</guid>
		<description>nice job bro.
u used Edit Distance and it works for such simple captcha. but did u try with complex ones ? lower fault tolerance of edit distance fails to cope with complex ones ;) nice attempt though :) keep doing naughty jobs :P it&#039;s fun, isn&#039;t it ? for such naughty guyz like u n I, some more advanced captcha schemes have already been developed like Video Captcha, have u heard of it ?</description>
		<content:encoded><![CDATA[<p>nice job bro.<br />
u used Edit Distance and it works for such simple captcha. but did u try with complex ones ? lower fault tolerance of edit distance fails to cope with complex ones <img src='http://www.vistaarc.com/wp-includes/images/smilies/icon_wink.gif' alt=';)' class='wp-smiley' />  nice attempt though <img src='http://www.vistaarc.com/wp-includes/images/smilies/icon_smile.gif' alt=':)' class='wp-smiley' />  keep doing naughty jobs <img src='http://www.vistaarc.com/wp-includes/images/smilies/icon_razz.gif' alt=':P' class='wp-smiley' />  it&#8217;s fun, isn&#8217;t it ? for such naughty guyz like u n I, some more advanced captcha schemes have already been developed like Video Captcha, have u heard of it ?</p>
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		<title>By: Mehdi Hasan</title>
		<link>http://www.vistaarc.com/personal/captcha-breaking-experiment-with-histogram-in-php/comment-page-1#comment-797</link>
		<dc:creator>Mehdi Hasan</dc:creator>
		<pubDate>Fri, 09 Jan 2009 13:14:08 +0000</pubDate>
		<guid isPermaLink="false">http://www.vistaarc.com/?p=127#comment-797</guid>
		<description>Good job mate!</description>
		<content:encoded><![CDATA[<p>Good job mate!</p>
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		<title>By: Russell</title>
		<link>http://www.vistaarc.com/personal/captcha-breaking-experiment-with-histogram-in-php/comment-page-1#comment-796</link>
		<dc:creator>Russell</dc:creator>
		<pubDate>Thu, 08 Jan 2009 02:59:59 +0000</pubDate>
		<guid isPermaLink="false">http://www.vistaarc.com/?p=127#comment-796</guid>
		<description>LOL good good! :D</description>
		<content:encoded><![CDATA[<p>LOL good good! <img src='http://www.vistaarc.com/wp-includes/images/smilies/icon_biggrin.gif' alt=':D' class='wp-smiley' /> </p>
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