User Contributed - Captcha Breaking W/ PHPBB2 Example
This is a fantastic guest post by Harry over at DarkSEO Programming. His blog has some AWESOME code examples and tutorials along with an even deeper explanation of this post so definitely check it out and subscribe so he’ll continue blogging.
This post is a practical explanation of how to crack phpBB2 easily. You need to know some basic programming but 90% of the code is written for you in free software.
Programs you Need
C++/Visual C++ express edition - On Linux everything should compile simply. On windows everything should compile simply, but it doesn’t always (normally?). Anyway the best tool I found to compile on windows is Visual C++ express edition. Download
GOCR - this program takes care of the character recognition. Also splits the characters up for us . It’s pretty easy to do that manually but hey. Download
ImageMagick - this comes with Linux. ImageMagick lets us edit images very easily from C++, php etc. Install this with the development headers and libraries. Download from here
A (modified) phpbb2 install - phpBB2 will lock you out after a number of registration attempts so we need to change a line in it for testing purposes. After you have it all working you should have a good success rate and it will be unlikely to lock you out. Find this section of code: (it’s in includes/usercp_register.php)
if ($row = $db->sql_fetchrow($result))
{
if ($row['attempts'] > 3)
{
message_die(GENERAL_MESSAGE, $lang['Too_many_registers']);
}
}
$db->sql_freeresult($result);
Make it this: if ($row = $db->sql_fetchrow($result))
{
//if ($row[’attempts’] > 3)
//{
// message_die(GENERAL_MESSAGE, $lang[’Too_many_registers’]);
//}
}
$db->sql_freeresult($result);
Possibly a version of php and maybe apache web server on your desktop PC. I used php to automate the downloading of the captcha because it’s very good at interpreting strings and downloading static web pages.
Getting C++ Working First
The problem on windows is there is a vast number of C++ compilers, and they all need setting up differently. However I wrote the programs in C++ because it seemed the easiest language to quickly edit images with ImageMagick. I wanted to use ImageMagick because it allows us to apply a lot of effects to the image if we need to remove different types of backgrounds from the captcha.
Once you’ve installed Visual C++ 2008 express (not C#, I honestly don’t know if C# will work) you need to create a Win32 Application. In the project properties set the include path to something like (depending on your imagemagick installation) C:\Program Files\ImageMagick-6.3.7-Q16\include and the library path to C:\Program Files\ImageMagick-6.3.7-Q16\lib. Then add these to your additional library dependencies CORE_RL_magick_.lib CORE_RL_Magick++_.lib CORE_RL_wand_.lib. You can now begin typing the programs below.
If that all sounds complicated don’t worry about it. This post covers the theory of cracking phpBB2 as well. I just try to include as much code as possible so that you can see it in action. As long as you understand the theory you can code this in php, perl, C or any other language. I’ve compiled a working program at the bottom of this post so you don’t need to get it all working straight away to play with things.
Getting started
Ok this is a phpBB2 captcha:
It won’t immediately be interpreted by GOCR because GOCR can’t work out where the letters start and end. Here’s the weakness though. The background is lighter than the text so we can exclude it by getting rid of the lighter colors. With ImageMagick we can do this in a few lines of C++. Type the program below and compile/run it and it will remove the background. I’ll explain it below.
using namespace Magick;
int main( int /*argc*/, char ** argv)
{
// Initialize ImageMagick install location for Windows
InitializeMagick(*argv);
// load in the unedited image
Image phpBB("test.png");
// remove noise
phpBB.threshold(34000);
// save image
phpBB.write("convert.pnm");
return(1);
}
All this does is loads in the image, and then calls the function threshold attached to the image. Threshold filters out any pixels below a certain darkness. On linux you have to save the image as a .png however on windows GOCR will only read .pnm files so on linux we have to put the line instead:
// save image
phpBB.write("convert.png");
The background removed.
Ok that’s one part sorted. Problem 2. We now have another image that GOCR won’t be able to tell where letters start and end. It’s too grainy. What we notice though is that each unjoined dot in a letter that is surrounded by dots 3 pixels away should probably be connected together. So I add a piece of code onto the above program that looks 3 pixels to the right and 3 pixels below. If it finds any black dots it fills in the gaps. We now have chunky letters. GOCR can now identify where each letter starts and ends . We’re pretty much nearly done.
using namespace Magick;
void fill_holes(PixelPacket * pixels, int cur_pixel, int size_x, int size_y)
{
int max_pixel, found;
///////////// pixels to right /////////////////////
found = 0;
max_pixel = cur_pixel+3; // the furthest we want to search
// set a limit so that we can't go over the end of the picture and crash
if(max_pixel>=size_x*size_y)
max_pixel = size_x*size_y-1;
// first of all are we a black pixel, no point if we are not
if(*(pixels+cur_pixel)==Color("black"))
{
// start searching from the right backwards
for(int index=max_pixel; index>cur_pixel; index--)
{
// should we be coloring?
if(found)
*(pixels+index)=Color("black");
if(*(pixels+index)==Color("black"))
found=1;
}
}
///////////// pixels to bottom /////////////////////
found = 0;
max_pixel = cur_pixel+(size_x*3);
if(max_pixel>=size_x*size_y)
max_pixel = size_x*size_y-1;
if(*(pixels+cur_pixel)==Color("black"))
{
for(int index=max_pixel; index>cur_pixel; index-=size_x)
{
// should we be coloring?
if(found)
*(pixels+index)=Color("black");
if(*(pixels+index)==Color("black"))
found=1;
}
}
}
int main( int /*argc*/, char ** argv)
{
// Initialize ImageMagick install location for Windows
InitializeMagick(*argv);
// load in the unedited image
Image phpBB("test.png");
// remove noise
phpBB.threshold(34000);
/////////////////////////////////////////////////////////////////////////////////////////////////////
// Beef up "holey" parts
/////////////////////////////////////////////////////////////////////////////////////////////////////
phpBB.modifyImage(); // Ensure that there is only one reference to
// underlying image; if this is not done, then the
// image pixels *may* remain unmodified. [???]
Pixels my_pixel_cache(phpBB); // allocate an image pixel cache associated with my_image
PixelPacket* pixels; // 'pixels' is a pointer to a PixelPacket array
// define the view area that will be accessed via the image pixel cache
// literally below we are selecting the entire picture
int start_x = 0;
int start_y = 0;
int size_x = phpBB.columns();
int size_y = phpBB.rows();
// return a pointer to the pixels of the defined pixel cache
pixels = my_pixel_cache.get(start_x, start_y, size_x, size_y);
// go through each pixel and if it is black and has black neighbors fill in the gaps
// this calls the function fill_holes from above
for(int index=0; index
// now that the operations on my_pixel_cache have been finalized
// ensure that the pixel cache is transferred back to my_image
my_pixel_cache.sync();
// save image
phpBB.write("convert.pnm");
return(1);
}
I admit this looks complicated on first view. However you definitely don’t have to do this in C++ though if you can find an easier way to perform the same task. All it does is remove the background and join close dots together.
I’ve given the C++ source code because that’s what was easier for me, however the syntax can be quite confusing if you’re new to C++. Especially the code that accesses blocks of memory to edit the pixels. This is more a study of how to crack the captcha, but in case you want to code it in another language here’s the general idea of the algorithm that fills in the holes in the letters:
1. Go through each pixel in the picture. Remember where we are in a variable called cur_pixel
2. Start three pixels to the right of cur_pixel. If it’s black color the pixels between this position and cur_pixel black.
3. Work backwards one by one until we reach cur_pixel again. If any pixels we land on are black then color the space in between them and cur_pixel black.
4. Go back to step 1 until we’ve been through every pixel in the picture
NOTE: Just make sure you don’t let any variables go over the edge of the image otherwise you might crash your program.
I used the same algorithm but modified it slightly so that it also looked 3 pixels below, however the steps were exactly the same.
Training GOCR
The font we’re left with is not recognized natively by GOCR so we have to train it. It’s not recognized partly because it’s a bit jagged.
Assuming our cleaned up picture is called convert.pnm and our training data is going to be stored in a directory call data/ we’d type this.
gocr -p ./data/ -m 256 -m 130 convert.pnm
Just make sure the directory data/ exists (and is empty). I should point out that you need to open up a command prompt to do this from. It doesn’t have nice windows. Which is good because it makes it easier to integrate into php at a later date.
Any letters it doesn’t recognize it will ask you what they are. Just make sure you type the right answer. -m 256 means use a user defined database for character recognition. -m 130 means learn new letters.
You can find my data/ directory in the zip at the end of this post. It just saves you the time of going through checking each letter and makes it all work instantly.
Speeding it up
Downloading, converting, and training for each phpbb2 captcha takes a little while. It can be sped up with a simple bit of php code but I don’t want to make this post much longer. You’ll find my script at the end in my code package. The php code runs from the command prompt though by typing “php filename.php”. It’s sort of conceptual in the sense that it works, but it’s not perfect.
Done
Ok once GOCR starts getting 90% of the letters right we can reduce the required accuracy so that it guesses the letters it doesn’t know.
Below I’ve reduced the accuracy requirement to 25% using -a 25. Otherwise GOCR prints the default underscore character even for slightly different looking characters that have already been entered. -m 2 means don’t use the default letter database. I probably could have used this earlier but didn’t. Ah well, it doesn’t do a whole lot.
gocr -p ./data/ -m 256 -m 2 -a 25 convert.pnm
We can get the output of gocr in php using:
echo exec(”/full/path/gocr -p ./data/ -m 256 -m 2 -a 25 convert.pnm”);
Alternatives
In some instances you may not have access to GOCR or you don’t want to use it. Although it should be usable if you have access to a dedicated server. In this case I would separate the letters out manually and resize them all to the same size. I would then put them through a php neural network which can be downloaded from here FANN download
It would take a bit of work but it should hopefully be as good as using GOCR. I don’t know how well each one reacts to letters which are rotated though. Neural networks simply memorize patterns. I haven’t checked the inner workings of GOCR. It looks complicated.
My code
All the code can be found here to crack phpBB2 captcha.
In conclusion to this tutorial it’s a nightmare trying to port over all my code from linux to windows unless it’s written in Java . If only Java was small and quick as well.
It’s worth stating that phpbb2 was easy to crack because the letters didn’t touch or overlap. If they had touched or overlapped it would probably have been very hard to crack.
I plan to look at that line and square captcha that comes with phpBB3 over on my site and document how secure it is.
Thanks for the awesome guest post Harry.
181 Comments
Sorry, the comment form is closed at this time.
gmail captchas have been broken by spammers,
heise.de reports. They have detection rates of 20-30%!
How do they archive that?
Nice Post
yep nice. thx for the guest post.
best regards
Hi, I was working on GOCR and Java but I never finish my project, I’m new in Java and C++.
You said your program is writen in Java, could you please show source code ? Here, mail, anything …
If don’t want to, or you can’t, can you at least explain how you process image with GOCR from your program ?
How you call/use GOCR from Java ?
It was only a matter of time till someone made the captcha child’s play. Great tutorial. I will begin working on this to create a perl version of it and see if we can crack more captcha systems.
really nice post, great information. cheers!
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I am sure that more and more captchas will be broken soon. This one, gmail, heise.de - all are examples
Great guest article Eli & Harry,
Thanks for breaking down the basics of captcha busting. I’m fluent in photoshop and could easily see how one could use actions to automate the process of removing the background and sharpening up the letters, but to see this in code was just awesome.
Several months ago I wrote a script that does math captcha in an animated gif format. I didn’t pixelize the background or distort the letters as I wanted it to be the simpliest captcha to read.
Obviously, animated gif type captcha would be quite easy to break as long as GOCR can read frames and then process the letters/numbers in each picture. Is there anything (flash, avi, etc) that can be done to deter a programmer worth his weight in herb?
Thanks again for a kick ass article .. Eli, bring on SEOempire II
Nice work Harry, you guys take this stuff to another level. I take my (white) hat off to you !
It would be nice to have a repository of captcha cracking programs with source code and with description what they can do and which web sites captchas they can crack.
Do you know any such software repository?
this is another great piece of code. thanks!
Another informative post.
I don’t really know what to think about this. This is cool for those who spam blog comments (maybe some day I will do it too), but I’m getting frustrated if my blog comments are full of spam. On the other hand, capcha kinda sucks really bad… nah, I don’t care. Great post, whatever.
nice post, I do it with java and irfanview, gocr can block the whole program though (sometimes it blocks the bufferedreader of a thread and there’s no way to kill the thread). Doing it with php isn’t a great idea because you cannot do multithreading in php (too slow for me).
Hope someone will post a fully native java code
This is definitely the best CAPTCHA breaking post I’ve ever seen. I love that you went through and explained the logic behind each step, complete with pictures.
thanks for the great information…
Regarding your comment “if Java would be only…” - have a look at Groovy. It runs in the JVM (thus as a normal java application) and “feels” like PHP or other nice scripting languages.
And you get the power of the whole Java API, third party libraries and so on.
After all, thanks for your informative post!
Another informative post.
Fight it and make it more secure…
Very interesting post. Its too late right now but will go through it again.
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The rumour has it Google captcha has been cracked. Do you think this is true? It looked like Google had one of the strongest captchas around. They should have went for something logical though.
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Awesome post, thanks very much!
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well, the image example the code is based on is very easy to clean up
nice one
test
tnx for delete this post!
Nice article about captchas but some captchas are really difficult to crack..what you say about it?
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To save your captcha from spammers just replace code
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The problem is i have heard some bad things about these teas. Has anyone tried them? Did you suffer from any of the side effects?
I have recently lost a good amount of weight using acai berry and colon cleanse pills and have created a blog documenting my use of it.
However, I would also like to try out the Wu-Yi weight loss teas and document my progress with that as well.
The problem is i have heard some bad things about these teas. Has anyone tried them? Did you suffer
I have recently lost a good amount of weight using acai berry and colon cleanse pills and have created a blog documenting my use of it.
However, I would also like to try out the Wu-Yi weight loss teas and document my progress with that as well.
The problem is i have heard some bad things about these teas.
I have recently lost a good amount of weight using acai berry and colon cleanse pills and have created a blog documenting my use of it.
However, I would also like to try out the Wu-Yi weight loss teas and document my progress with that as well.
The problem is i have heard some bad things about
I have recently lost a good amount of weight using acai berry and colon cleanse pills and have created a blog documenting my use of it.
However, I would also like to try out the Wu-Yi weight loss teas and document my progress with that as well.
I have recently lost a good amount of weight using acai berry and colon cleanse pills and have created a blog documenting my use of it.
However, I would also like to try out the Wu-Yi weight
I have recently lost a good amount of weight using acai berry and colon cleanse pills and have created a blog documenting my use of it.
I have recently lost a good amount of weight using acai berry and colon cleanse
I have a question, I have about 1000 domains that I want to use to create a authority hub. Currently, all these domains sit on 2 separate IP address and all of them are interlinked. They have scrape content on them and about 50% of them are indexed in Google.
I can’t afford to have these sites on a hosting service or on different C-class addresses.
I just got access to 100 IP address that I can use to spread the domains on, but these IPs are all consecutive address.
How I can use 100 IPs and 1000 domains to create a authority hub without raising a red flag in Google’s eyes?
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I can’t afford to have these sites on a hosting service or on different C-class addresses.
I just got access to 100 IP address that I can use to spread the domains on, but these IPs are all consecutive address.
That captcha is very weak will it work on stonger captchas
Harry, your post makes it seem so easy to “crack” captchas… and it makes me think if captchas aren’t obsolete by now….
Hmm.. this blog doesn’t have captchas but math problems to solve. Is this a hint?
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I still don’t think that breaking captchas is mainstrem but more and more people are moving to a system like the one you have.
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I am not sure if I really understood your article.
Can I apply it to a wordpress or drupal blog?
Thanks for the good tutorial.
Hello.
I’m new there
Nice forum!
Новый способ давления на кандидата на пост Главы г. Химки
Новый способ “наказать” тех, кто посмел участвовать в выборной кампании не на стороне действующей власти изобрели правоохранительные органы г.о. Химки.
Руководствуясь не нормой закона, а чьей-то “волей” сотрудники милиции решили “проверить” все фирмы, внесшие денежные средства в избирательный фонд неудобных кандидатов.
Начались “проверки” с телефонных звонков - где директор, сколько человек работает на фирме. После чего последовали “письма счастья” с просьбой предоставить всю бухгалтерскую документацию, учредительные документы фирмы, и даже, план экспликации БТИ.
Такие запросы химкинским фирмам рассылает 1 отдел Оперативно-розыскной части № 9 Управления по налоговым преступлениям ГУВД Московской области за подписью начальника подполковника милиции Д.В. Языкова.
И всё это в то время, когда Президент дал прямое указание правоохранительным органам о прекращении всех незаконных проверок малого и среднего бизнеса. С это целью внесены изменения в Федеральный закон “О милиции” - из статьи 11 этого закона исключены пункты 25 и 35, на основании которых ранее правоохранительные органы имели право проверять финансово-хозяйственную деятельность предприятий.
Видно, об изменениях действующего законодательства местные правоохранительные органы не уведомлены. И не смотрят телепередачи с выступлениями Президента.
Может быть, эта публикация подвигнет их к исполнению указаний Президента, а также к изучению и соблюдению действующего законодательства
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Hey… sorry for my english, where I can [b]download XRumer 5.0 Palladium FOR FREE[/b]??? Thanks!!!
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Seems like many captchas are available to choose from.
This is hardcore stuff!
This movie has won 8 Oscars , does it really deserve that, one thing is for sure if it was released in India it would have probably flop.
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It didn’t work for me
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This is really impressive!
Thanks for very useful article
I read you article,It was very informative.I hope this could be implemented on wordpress.What do you say?
I don’t see why you’d want to break capthas.
Nice article. It is quite a weak captcha though!
Thanks for posting this. Shows you just how easy it can be to crack some captchas when you have a decent library like ImageMagick.
Some wonderful advice here about beating Captchas.
Captcha’s can be so annoying and cut your work time down because of having to fill them in. I can see you dedicate some of your site to beating social bookmarking Captcha’s, some wonderful info about that.
Oh and Sorry for 2 posts here.
Thanks! I have all those damn captchas.
Thanks for very useful article
Thanks! I have all those
Thanks for all this information. I don’t think that captcha is that unbreakable…
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One of the problems you may face is if you give away the symatics out then people like xrumer etc will be able to break your capatcha and end up spamming anyway.
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Thanks for the info, great article.
I would say that it is an extraordinary point of view and thanks to the people like you we have different approaches to SEO.
Wow, normally I don’t use feed, but this tutorial is awesome! Nice!
Thank you its very helpful!
Harry you are a genius Sir!
this is another great piece of code. thanks!
I would say that it is an extraordinary point of view and thanks to the people like you we have different approaches to SEO.
Thanks for all this information. I don’t think that captcha is that unbreakable…
That captcha is very weak will it work on stonger captchas…
I’m fluent in photoshop and could easily see how one could use actions to automate the process of removing the background and sharpening up the letters, but to see this in code was just awesome.
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That’s pretty cool! You have C++ visual skills. That’s a complex skill to learn for many. Good for you mate!
Thank you great piece of code
I should really upgrade mi skills if I want to compete in this world
I wonder if captchas are still the way to go. I agree with upscaleseo in that spammers seem like they are able to break them.
very nice solution for creating a captcha message.
interesting article