I want to particular data from my image or pdf. For example I have invoice bill in scan document so i just want to extract invoice number. I am already used Tesseract OCR, Apache Tika OCR, Aspose OCR so please suggest me step to get particular data. Thank you in advance.
You can get/extract some specific contents from a portion of the image by using custom recognition blocks. Please note, the above mentioned solution is useful in scenario when you have documents/images following the similar structure, that is; the contents to be scanned are always on the same location for each image.
Furthermore you can perform OCR operation on a PDF file using Aspose.OCR in combination with Aspose.Pdf. Visit the link Performing OCR on PDF Documents for details.
I work with Aspose as Developer evangelist.
Have you looked at using ABBYY FlexiCapture? That function is one of the primary aspects of what it does. In using products like FlexiCapture the issue becomes whether your document is of fixed or semi-structured design. For documents like invoices the answer is almost always semi-structured because the information moves around on the page. Also, there are usually many different layouts of invoices. ABBYY solved that challenge through their FlexiCapture for Invoice product.
As an alternative, if you just needed to extract something like an invoice number in a region there are ways in lower priced products like ABBYY Recognition Server in which you could use what they call an area template, or you could extract all of the OCR text and develop an application to apply a regular expression to locate the field value adjacent to the field label. Problems can arise when the field label and the field value do not fall in proximity to each other in the OCR result text. This can happen when after the line break of the field labels ("invoice no" or "invoice #") there is another value immediately following on the first position of the next line. Then the OCR text could become something like "Invoice No. Bob's Bargain Barn 66422." The Regex could look for the value immediately following the search phrase "Invoice No." then produce a result for the adjacent text "Bob's Bargain Barn." Worse, often times the label text and invoice number will be within a table, complicating matters as some OCR engines would ignore it altogether (not Recognition Server though). It is for these reasons we researched FlexiCapture because it eliminated fancy coding required for data extraction. It is expensive but worth it.
Disclosure, we are an ABBYY Partner.
Using Kofax Capture 10 (SP1, FP2), I have recognition zones set up on some fields on a document. These fields are consistently recognizing I's as 1's. I have tried every combination of settings I can think of that don't obliterate all the characters in the field, to no avail. I have tried Advanced OCR and High Performance OCR, different filters for characters. All kinds of things.
What options can I try to automatically recognize this character? Should I tell the people producing the forms (they're generated by a computer) they need to try using a different font? Convince them that now is the time to consider using Validation?
My current field setup:
Kofax Advanced OCR with no custom settings except Maximize Accuracy in the advanced dialog. This has worked as well as anything else I have tried so far.
The font being used is 8 - 12 pt arial, btw.
Validation is a MUST if OCR is involved, no matter if e-docs or paper docs are processed. For paper docs it is an even bigger must.
Use at least 11pt Arial and render the document as 300 dpi image. This will give you I'd say 99.9% accuracy (that is 1 character in every 1000 missed). Accuracy can drop if you have data where digits and letters are mixed within one word especially 1-I, 0-O, 6-G.
Recognition scripts can be used if you know that you have no such mixed data and OCR still returns mixed digits and letters. You can use the PostRecognition script event to catch the recognition result from the OCR engine and modify it with SBL or VB.NET scripts. But it greatly depends on the documents and data you process.
Image cleanup will not do any good for e-docs.
I'd say your best would be to use validation. At least that will push responsibility to the validation operator.
I've been reading (and trying) OCR programs suggested in previous answers but I'm still without a clear answer to my problem.
I need to recognize handwritten English text. The text would be multiple lines but each line is only one or two words length. The text is from a different person at time. I could ask that person to provide a training file (e.g. with the alphabet and 0-9 numbers) but I cannot really ask for a much more complicated training than this.
I need to integrate the recognition as part of another (Java) application but the solution doesn't need to be Java. I can just execute it from Java and get the results from a text file.
Any recommendations?
I've already tested Tesseract (bad results without training and training looks quite complex). Java OCR looked like the perfect solution (simple training, open source and Java) but it doesn't work well even with their own examples (anybody has had a better experiencie?). GOCR does not seem very active.
Of course I prefer free solutions but this is not a MUST (though the problem I see with a commercial option is that I must be able to integrate it in my own app which will be offered as SaaS)
From my experience ABBYY is one of the best for handwriting recognition, even without training. (It's possibly one of the most expensive too, though...) They have an SDK for Java.
http://www.abbyy.com
With a free trial, it's definately worth a look!
I am on the lookout for a handwritten text recognition software. So far the only one giving better results than even abby 11 has been SimpleOCR using the same text for both, which is a freeware for ocr but a 14 day trial for HCR!
I know I am answering after nearly 6 years. But if anyone's still looking, try using tensorflow. Their website has a simple example for handwritten digit recognition(MNIST). You can use this example and implement it for handwritten alphabet recognition (you need training data for this, I used NIST special Database 19 to get this data).
I have to pull two pre-printed (not hand-written) fields out of a paper form, such that it can be automatically routed after being scanned. The fields contain batch and item identifiers, like "GG-9192" or "EPN/245G".
I've tried the following software:
Tesseract-OCR
Cuneiform
Canon ImageRunner built-in OCR
Asprise OCR Java API (demo)
I've tried the following settings:
Scanning at resolutions of 300dpi and 600dpi
Tried different fonts, including OCR-A and OCR-B.
In all cases output was pretty much all over the place. I can kick back documents for which I can't properly extract the necessary information, but I'm thinking it's going to be at least half of them. I considered some sort of fuzzy logic based on known values in a database, but sometimes these identifiers can differ by a single character, like "123G" and "123C".
Is this a lost cause? Perhaps OCR just isn't mature enough to handle a requirement of this nature? What other techniques might you recommend? Barcodes?
Edit: the containing application is in Java, so any recommendations for which there are free or cheap Java-based APIs for would help.
Edit 2: if anyone is interested...without any special tuning, Cuneiform for Linux and the Canon ImageRunner worked best, with Tesserect-OCR and Asprise Java API producing the worst results...none of the four was acceptable for anything but standard document search grade OCR. I'm beginning to think that this isn't going to work out.
If you have control over the fields, why use a human-readable format in the first place? For scanning, it seems like a QR Code, or something similar would be best. It is marked for orientation, and has some built-in error correction.
http://en.wikipedia.org/wiki/QR_Code
I started digging for products starting with Tomato's suggestion. I tried ABBYY and CVISION. Both have products that can automate OCR:
CVISION Maestro Recognition Server 4.0
ABBYY Recognition Server 2.0
In addition, ABBYY has SDKs for various platforms, and CVISION has an SDK that appears to work with at least VB/VC++.
I haven't tried either SDK yet, and am not sure it's necessary for my project. All I need is PDFs coming in that I can extract the text from. I did however try CVISION's server product and with the OCR on its most accurate settings, it worked really well. I haven't tried ABBYY's server product yet because I have to go through a reseller to get a trial. I'm in the process of doing so, but if it starts getting annoying I'm probably going to go with CVISION. I did try ABBYY's FineReader standalone product, and it worked very well, so I assume that their server product would also.
How have you implemented Internationalization (i18n) in actual projects you've worked on?
I took an interest in making software cross-cultural after I read the famous post by Joel, The Absolute Minimum Every Software Developer Absolutely, Positively Must Know About Unicode and Character Sets (No Excuses!). However, I have yet to able to take advantage of this in a real project, besides making sure I used Unicode strings where possible. But making all your strings Unicode and ensuring you understand what encoding everything you work with is in is just the tip of the i18n iceberg.
Everything I have worked on to date has been for use by a controlled set of US English speaking people, or i18n just wasn't something we had time to work on before pushing the project live. So I am looking for any tips or war stories people have about making software more localized in real world projects.
It has been a while, so this is not comprehensive.
Character Sets
Unicode is great, but you can't get away with ignoring other character sets. The default character set on Windows XP (English) is Cp1252. On the web, you don't know what a browser will send you (though hopefully your container will handle most of this). And don't be surprised when there are bugs in whatever implementation you are using. Character sets can have interesting interactions with filenames when they move to between machines.
Translating Strings
Translators are, generally speaking, not coders. If you send a source file to a translator, they will break it. Strings should be extracted to resource files (e.g. properties files in Java or resource DLLs in Visual C++). Translators should be given files that are difficult to break and tools that don't let them break them.
Translators do not know where strings come from in a product. It is difficult to translate a string without context. If you do not provide guidance, the quality of the translation will suffer.
While on the subject of context, you may see the same string "foo" crop up in multiple times and think it would be more efficient to have all instances in the UI point to the same resource. This is a bad idea. Words may be very context-sensitive in some languages.
Translating strings costs money. If you release a new version of a product, it makes sense to recover the old versions. Have tools to recover strings from your old resource files.
String concatenation and manual manipulation of strings should be minimized. Use the format functions where applicable.
Translators need to be able to modify hotkeys. Ctrl+P is print in English; the Germans use Ctrl+D.
If you have a translation process that requires someone to manually cut and paste strings at any time, you are asking for trouble.
Dates, Times, Calendars, Currency, Number Formats, Time Zones
These can all vary from country to country. A comma may be used to denote decimal places. Times may be in 24hour notation. Not everyone uses the Gregorian calendar. You need to be unambiguous, too. If you take care to display dates as MM/DD/YYYY for the USA and DD/MM/YYYY for the UK on your website, the dates are ambiguous unless the user knows you've done it.
Especially Currency
The Locale functions provided in the class libraries will give you the local currency symbol, but you can't just stick a pound (sterling) or euro symbol in front of a value that gives a price in dollars.
User Interfaces
Layout should be dynamic. Not only are strings likely to double in length on translation, the entire UI may need to be inverted (Hebrew; Arabic) so that the controls run from right to left. And that is before we get to Asia.
Testing Prior To Translation
Use static analysis of your code to locate problems. At a bare minimum, leverage the tools built into your IDE. (Eclipse users can go to Window > Preferences > Java > Compiler > Errors/Warnings and check for non-externalised strings.)
Smoke test by simulating translation. It isn't difficult to parse a resource file and replace strings with a pseudo-translated version that doubles the length and inserts funky characters. You don't have to speak a language to use a foreign operating system. Modern systems should let you log in as a foreign user with translated strings and foreign locale. If you are familiar with your OS, you can figure out what does what without knowing a single word of the language.
Keyboard maps and character set references are very useful.
Virtualisation would be very useful here.
Non-technical Issues
Sometimes you have to be sensitive to cultural differences (offence or incomprehension may result). A mistake you often see is the use of flags as a visual cue choosing a website language or geography. Unless you want your software to declare sides in global politics, this is a bad idea. If you were French and offered the option for English with St. George's flag (the flag of England is a red cross on a white field), this might result in confusion for many English speakers - assume similar issues will arise with foreign languages and countries. Icons need to be vetted for cultural relevance. What does a thumbs-up or a green tick mean? Language should be relatively neutral - addressing users in a particular manner may be acceptable in one region, but considered rude in another.
Resources
C++ and Java programmers may find the ICU website useful: http://www.icu-project.org/
Some fun things:
Having a PHP and MySQL Application that works well with German and French, but now needs to support Russian and Chinese. I think I move this over to .net, as PHP's Unicode support is - in my opinion - not really good. Sure, juggling around with utf8_de/encode or the mbstring-functions is fun. Almost as fun as having Freddy Krüger visit you at night...
Realizing that some languages are a LOT more Verbose than others. German is a LOT more verbose than English usually, and seeing how the German Version destroys the User Interface because too little space was allocated was not fun. Some products gained some fame for their creative ways to work around that, with Oblivion's "Schw.Tr.d.Le.En.W." being memorable :-)
Playing around with date formats, woohoo! Yes, there ARE actually people in the world who use date formats where the day goes in the middle. Sooooo much fun trying to find out what 07/02/2008 is supposed to mean, just because some users might believe it could be July 2... But then again, you guys over the pond may believe the same about users who put the month in the middle :-P, especially because in English, July 2 sounds a lot better than 2nd of July, something that does not neccessarily apply to other languages (i.e. in German, you would never say Juli 2 but always Zweiter Juli). I use 2008-02-07 whenever possible. It's clear that it means February 7 and it sorts properly, but dd/mm vs. mm/dd can be a really tricky problem.
Anoter fun thing, Number formats! 10.000,50 vs 10,000.50 vs. 10 000,50 vs. 10'000,50... This is my biggest nightmare right now, having to support a multi-cultural environent but not having any way to reliably know what number format the user will use.
Formal or Informal. In some language, there are two ways to address people, a formal way and a more informal way. In English, you just say "You", but in German you have to decide between the formal "Sie" and the informal "Du", same for French Tu/Vous. It's usually a safe bet to choose the formal way, but this is easily overlooked.
Calendars. In Europe, the first day of the Week is Monday, whereas in the US it's Sunday. Calendar Widgets are nice. Showing a Calendar with Sunday on the left and Saturday on the right to a European user is not so nice, it confuses them.
I worked on a project for my previous employer that used .NET, and there was a built in .resx format we used. We basically had a file that had all translations in the .resx file, and then multiple files with different translations. The consequence of this is that you have to be very diligent about ensuring that all strings visible in the application are stored in the .resx, and anytime one is changed you have to update all languages you support.
If you get lazy and don't notify the people in charge of translations, or you embed strings without going through your localization system, it will be a nightmare to try and fix it later. Similarly, if localization is an afterthought, it will be very difficult to put in place. Bottom line, if you don't have all visible strings stored externally in a standard place, it will be very difficult to find all that need to be localized.
One other note, very strictly avoid concatenating visible strings directly, such as
String message = "The " + item + " is on sale!";
Instead, you must use something like
String message = String.Format("The {0} is on sale!", item);
The reason for this is that different languages often order the words differently, and concatenating strings directly will need a new build to fix, but if you used some kind of string replacement mechanism like above, you can modify your .resx file (or whatever localization files you use) for the specific language that needs to reorder the words.
I was just listening to a Podcast from Scott Hanselman this morning, where he talks about internationalization, especially the really tricky things, like Turkish (with it's four i's) and Thai. Also, Jeff Atwood had a post:
Besides all the previous tips, remember that i18n it's not just about changing words for their equivalent on other languages, especially for non-latin languages alphabets (korean, Arabic) which written right to left, so the whole UI will have to conform, like
item 1
item 2
item 3
would have to be
arabic text 1 -
arabic text 2 -
arabic text 3 -
(reversed bullet list doesn't seem to work :P)
which can be a UI nightmare if your system has to apply changes dinamically once the user changes the language being used.
Another very hard thing is to test different languages, not just for the correctness of word, but since languages like Korean usually have bigger font type for their characters this may lead to language specific bugs (like "SAVE" text on a button being larger than the button itself for some language).
One of the funnier things to discover: italics and bold text makrup does not work with CJK (Chinese/Japanese/Korean) characters. They simply become unreadable. (OK, I couldn't really read them before either, but especially bolding just creates ink blots)
I think everyone working in internationalization should be familiar with the Common Locale Data Repository, which is now a sub-project of Unicode:
Common Locale Data Repository
Those folks are working hard to establish a standard resource for all kinds of i18n issues: currency, geographical names, tons of stuff. Any project that's maintaining its own core local data given that this project exists is pretty bonkers, IMHO.
I suggest to use something like 99translations.com to maintain your translations . Otherwise you won't be able to tell what of your translations are up to date in every language.
Another challenge will be accepting input from your users. In many cases, this is eased by the input processing provided by the operating system, such as IME in Windows, which works transparently with common text widgets, but this facility will not be available for every possible need.
One website I use has a translation method the owner calls "wiki + machine translation". This is a community based site so is obviously different to the needs of companies.
http://blog.bookmooch.com/2007/09/23/how-bookmooch-does-its-translations/
One thing no one have mentioned yet is strings with some warying part as in "The unit will arive in 5 days" or "On Monday something happens." where 5 and Monday will change depending on state. It is not a good idea to split those in two and concatenate them. With only one varying part and good documentation you might get away with it, with two varying parts there will be some language that preferes to change the order of them.