Multi decision engine for increasing OCR accuracy - ocr

I want to be able to compare the results i get from running an OCR on the same document three times. Are there any tools out there that i can use to make this happen?
I would like compare the three documents and based on what characters are the same 3/3 times or 2/3 times, create a fourth document with the output of this decision. I am using Abby Fine reader which has given me great results, but i am trying to do everything i can to get to 100%.
I know microsoft word has a "compare documents" function, and i would like to be able to do this type of analysis on a larger scale with a robust algorithm.
any ideas?
Thanks for your time!

If the output is a simple text file, you could use the bash diff command and a simple shell script to compare them. You could probably then use a slightly more complicated shell script to parse through the output file and create a final document.

Related

How can I render ANSI code blocks such command output using mkdocs?

One common use-case while writing documentation is to have examples of command output. Some tools also product ANSI (colored) output, so there is a real need to show output using their original colors.
Still I was not able to get command output into code blocks in mkdocs, something that worked quite fine with Sphinx via command-output extension.
Any idea on how this can be achieved? I really want to avoid the screenshot route.

searching in html/txt without loading it into program [duplicate]

I have a FindFile routine in my program which will list files, but if the "Containing Text" field is filled in, then it should only list files containing that text.
If the "Containing Text" field is entered, then I search each file found for the text. My current method of doing that is:
var
FileContents: TStringlist;
begin
FileContents.LoadFromFile(Filepath);
if Pos(TextToFind, FileContents.Text) = 0 then
Found := false
else
Found := true;
The above code is simple, and it generally works okay. But it has two problems:
It fails for very large files (e.g. 300 MB)
I feel it could be faster. It isn't bad, but why wait 10 minutes searching through 1000 files, if there might be a simple way to speed it up a bit?
I need this to work for Delphi 2009 and to search text files that may or may not be Unicode. It only needs to work for text files.
So how can I speed this search up and also make it work for very large files?
Bonus: I would also want to allow an "ignore case" option. That's a tougher one to make efficient. Any ideas?
Solution:
Well, mghie pointed out my earlier question How Can I Efficiently Read The First Few Lines of Many Files in Delphi, and as I answered, it was different and didn't provide the solution.
But he got me thinking that I had done this before and I had. I built a block reading routine for large files that breaks it into 32 MB blocks. I use that to read the input file of my program which can be huge. The routine works fine and fast. So step one is to do the same for these files I am looking through.
So now the question was how to efficiently search within those blocks. Well I did have a previous question on that topic: Is There An Efficient Whole Word Search Function in Delphi? and RRUZ pointed out the SearchBuf routine to me.
That solves the "bonus" as well, because SearchBuf has options which include Whole Word Search (the answer to that question) and MatchCase/noMatchCase (the answer to the bonus).
So I'm off and running. Thanks once again SO community.
The best approach here is probably to use memory mapped files.
First you need a file handle, use the CreateFile windows API function for that.
Then pass that to CreateFileMapping to get a file mapping handle. Finally use MapViewOfFile to map the file into memory.
To handle large files, MapViewOfFile is able to map only a certain range into memory, so you can e.g. map the first 32MB, then use UnmapViewOfFile to unmap it followed by a MapViewOfFile for the next 32MB and so on. (EDIT: as was pointed out below, make sure that the blocks you map this way overlap by a multiple of 4kb, and at least as much as the length of the text you are searching for, so that you are not overlooking any text which might be split at the block boundary)
To do the actual searching once the (part of) the file is mapped into memory, you can make a copy of the source for StrPosLen from SysUtils.pas (it's unfortunately defined in the implementation section only and not exposed in the interface). Leave one copy as is and make another copy, replacing Wide with Ansi every time. Also, if you want to be able to search in binary files which might contain embedded #0's, you can remove the (Str1[I] <> #0) and part.
Either find a way to identify if a file is ANSI or Unicode, or simply call both the Ansi and Unicode version on each mapped part of the file.
Once you are done with each file, make sure to call CloseHandle first on the file mapping handle and then on the file handling. (And don't forget to call UnmapViewOfFile first).
EDIT:
A big advantage of using memory mapped files instead of using e.g. a TFileStream to read the file into memory in blocks is that the bytes will only end up in memory once.
Normally, on file access, first Windows reads the bytes into the OS file cache. Then copies them from there into the application memory.
If you use memory mapped files, the OS can directly map the physical pages from the OS file cache into the address space of the application without making another copy (reducing the time needed for making the copy and halfing memory usage).
Bonus Answer: By calling StrLIComp instead of StrLComp you can do a case insensitive search.
If you are looking for text string searches, look for the Boyer-Moore search algorithm. It uses memory mapped files and a really fast search engine. The is some delphi units around that contain implementations of this algorithm.
To give you an idea of the speed - i currently search through 10-20MB files and it takes in the order of milliseconds.
Oh just read that it might be unicode - not sure if it supports that - but definately look down this path.
This is a problem connected with your previous question How Can I Efficiently Read The First Few Lines of Many Files in Delphi, and the same answers apply. If you don't read the files completely but in blocks then large files won't pose a problem. There's also a big speed-up to be had for files containing the text, in that you should cancel the search upon the first match. Currently you read the whole files even when the text to be found is in the first few lines.
May I suggest a component ? If yes I would recommend ATStreamSearch.
It handles ANSI and UNICODE (and even EBCDIC and Korean and more).
Or the class TUTBMSearch from the JclUnicode (Jedi-jcl). It was mainly written by Mike Lischke (VirtualTreeview). It uses a tuned Boyer-Moore algo that ensure speed. The bad point in your case, is that is fully works in unicode (widestrings) so the trans-typing from String to Widestring risk to be penalizing.
It depends on what kind of data yre you going to search with it, in order for you to achieve a real efficient results you will need to let your programm parse the interesting directories including all files in there, and keep the data in a database which you can access each time for a specific word in a specific list of files which can be generated up to the searching path. A Database statement can provide you results in milliseconds.
The Issue is that you will have to let it run and parse all files after the installation, which may take even more than 1 hour up to the amount of data you wish to parse.
This Database should be updated eachtime your programm starts, this can be done by comparing the MD5-Value of each file if it was changed, so you dont have to parse all your files each time.
If this way of working can be interesting if you have all your data in a constant place and you analyse data in the same files more than each time totally new files, some code analyser work like this and they are real efficient. So you invest some time on parsing and saving intresting data and you can jump to the exact place where a searching word appears and provide a list of all places it appears on in a very short time.
If the files are to be searched multiple times, it could be a good idea to use a word index.
This is called "Full Text Search".
It will be slower the first time (text must be parsed and indexes must be created), but any future search will be immediate: in short, it will use only the indexes, and not read all text again.
You have the exact parser you need in The Delphi Magazine Issue 78, February 2002:
"Algorithms Alfresco: Ask A Thousand Times
Julian Bucknall discusses word indexing and document searches: if you want to know how Google works its magic this is the page to turn to."
There are several FTS implementation for Delphi:
Rubicon
Mutis
ColiGet
Google is your friend..
I'd like to add that most DB have an embedded FTS engine. SQLite3 even has a very small but efficient implementation, with page ranking and such.
We provide direct access from Delphi, with ORM classes, to this Full Text Search engine, named FTS3/FTS4.

Reverse engineer a binary dictionary file to extract strings

I have a ~600MB .DAT file that contains an italian dictionary (accented words with their definitions).
I would like to extract all the strings from this file (a raw dump containing strings and dirty headers/binary data would be all right as long as I can read the words and definitions).
So my question is:
Is there a software that could do this in an automated way?
I would tell it:
'I know that this file contains the strings "TREE", "DOG", "CAT", "COLLISION"... now use some brute force, statistical analysis or whatever method to try and find how these strings are encoded'
2 things I'd like to mention:
I am software developer but have absolutely no experience or knowledge in reverse engineering, hex editing etc...
I do not want to spend hours reading reverse engineering tutorials and doing trial and error using many sofwares. If I don't succeed in extracting what I need in a simple manner, I'll just abandon this task.
I realize that it's probable (if the text is encrypted for instance) that this task could not be performed simply, I just want to give it a try with the best tool available.
It seems that such an automated tool does not exist, of if it did, it would only work for a very small set of input files.
I finally found a solution to my problem.
I have an EXE program that allows browsing the dictionary and displaying the definition of a word.
Using AutoHotkey, I wrote a relatively simple script that searches the definition of every word from a 400k words input list, copies it to the clipboard, then pastes it in another output text file.
I had to insert some Sleep statements between the keystrokes, window switching etc. to make the script stable.
Estimated time to "parse" the whole dictionary: 20 days :)

How to analyze binary file?

I have a binary file. I don't know how it's formatted, I only know it comes from a delphi code.
Does it exist any way to analyze a binary file?
Does it exist any "pattern" to analyze and deserialize the binary content of a file with unknown format?
Try these:
Deserialize data: analyze how it's compiled your exe (try File Analyzer). Try to deserialize the binary data with the language discovered. Then serialize it in a xml format (language-indipendent) that every programming language can understand
Analyze the binary data: try to save various versions of the file with little variation and use a diff program to analyze the meaning of every bit with an hex editor. Use it in conjunction with binary hacking techniques (like How to crack a Binary File Format by Frans Faase)
Reverse Engineer the application: try getting code using reverse engineering tools for the programming language used for build the app (found with File Analyzer). Otherwise use disassembler analysis tool like IDA Pro Disassembler
For my hobby project I had to reverse engineer some old game files. My approaches were:
Have a good hex editor.
Look for readable words in the binary file. Note how their distribution is. If the distance between them is constant you know it is a listing.
Look for 2-3 consequent zeros. Might indicate an int32 value.
Some dwords might be pointers into the file.
Try to identify reoccurring patterns in the file.
Seeing lots of C0-CF might indicate RLE compressed data.
I've developed Hexinator (Window & Linux) and Synalyze It! (macOS) exactly for this purpose. These applications allow you to see the binary files like in other hex editors but additionally you can create a "grammar" with the specifics of a binary file format. The grammar contains all the building blocks and is used to parse the file automatically.
Thus you can keep the knowledge you gain in the analysis and apply it to multiple files simultaneously. You can also color-code the bits and pieces of file formats for a quick overview in the hex editor.
The parsing results are displayed in a tree view where you can also modify the files easily (applying endianness et cetera).
Reverse engineering a binary file when you have some idea of what it represents is a very time consuming process. If you have no idea what it is then it will be even harder.
It is possible though, but you have to have a pretty good reason for doing so.
The first step would be to open it up in a hex editor of your choice and see if you can find any English text to point you in the direction of what the file is even supposed to represent. From there, Google "Reverse Engineering binary files", there are much more knowledgeable people than me that have written guides about it.
The "strings" program from GNU binutils is very useful. It will print the strings of printable characters in a file, quite often giving a clue to what a file contains or a program does.
If the data represents serialized Delphi objects, you should start reading about the Delphi serialization process. If that's the case, I think your best bet would be to load it using Delphi and continue your analysis from the IDE. Some informations about Delphi serialization can be found here.
EDIT: if the file does contain serialized delphi objects, then you should write a small delphi program that loads it, and "convert" the data yourself to something neutral, like xml. If you manage to do this, you should check and see if delphi supports serializing to xml. Then, you could access those objects from any language.
The unix "file" command is really useful - I don't know if there is anything like it in windows. You run it like this:
file myfile.ext
And it spits out a text description based on the magic numbers and data contained therein.
Probably it is contained within cygwin.
If you have access to the application that creates the file, you can apply changes to the application, then save the file and see the effects (Keep in mind that numbers are probably stored in little endian):
First create the file repeatedly. If the files are not binary equal, the current date/time is probably stored in the area where hte differences occur.
Maybe you want to repeat that with the software running under different environments, to see if OS version etc are stored, but this is rather unusual.
Next you can try to change single variables and create several files that only differ in the value of this variable. This helps you identify where this variable is stored.
That way you can also exclude variables that are not stored in the file: If you change them, but the files created are identical, they are not stored.
In order to test the hypotheses you worked out with the steps above, edit one of the files and have the application read it.
If you don't have access to the application itself, I suggest that you forget about it and find another way to solve your problem. There is a very high probability that it will be faster...
If file does not give a meaningful answer, you may want to try TRiD by Marco Pontello to determine whether your data is stored in a known format.
Get the Delphi application and open it in IDA Pro freeware version, and find where it writes the file, and decode how it writes the file that way.
Unless it's plan text.
Do you know the program that uses it? If so you can hook that programs write to file function and get an idea of what data its writing, the size of the data and where.
More Info: http://www.codeproject.com/KB/DLL/Win32APIHooking_Trouble.aspx
Unlike traditional hex editors which only display the raw hex bytes of a file, 010 Editor can also parse a file into a hierarchical structure using a Binary Template. The results of running a Binary Template are much easier to understand and edit than using just the raw hex bytes.
http://www.sweetscape.com/010editor/
Try to open it in a hex editor and analyse.

Free text search integrated with code coverage

Is there any tool which will allow me to perform a free text search over a system's code, but only over the code which was actually executed during a particular invocation?
To give a bit of background, when learning my way around a new system, I frequently find myself wanting to discover where some particular value came from, but searching the entire code base turns up far more matches than I can reasonably assess individually.
For what it's worth, I've wanted this in Perl and Java at one time or another, but I'd love to know if any languages have a system supporting this feature.
You can generally twist a code coverage tool's arm and get a report that shows the paths that have been executed during a given run. This report should show the code itself, with the first few columns marked up according to the coverage tool's particular notation on whether a given path was executed.
You might be able to use this straight up, or you might have to preprocess it and either remove the code that was not executed, or add a new notation on each line that tells whether it was executed (most tools will only show path information at control points):
So from a coverage tool you might get a report like this:
T- if(sometest)
{
x somecode;
}
else
{
- someother_code;
}
The notation T- indicates that the if statement only ever evaluated to true, and so only the first part of the code executed. The later notation 'x' indicates that this line was executed.
You should be able to form a regex that matches only when the first column contains a T, F, or x so you can capture all the control statements executed and lines executed.
Sometimes you'll only get coverage information at each control point, which then requires you to parse the C file and mark the execute lines yourself. Not as easy, but not impossible either.
Still, this sounds like an interesting question where the solution is probably more work than it's worth...
-Adam