Tesseract confuses two numbers

19
votes

I'm writing an application to scan numbers from an image.

The numbers are using the OCR-B font and may also contain + and > characters.

This is my source image:

source image

The scans using Tesseract weren't very good, even when limiting the character set to the mentioned characters. As I didn't find any OCRB training files for Tesseract, I decided to train it myself.

I created this training image and made a box file from it. The box file is correct, all letters are matched correctly.

Then I did all steps described here to create the other necessary files.

Using this newly trained OCR-B tessdata-set, I get pretty good results on the source image, with one little bug: All 1s are mistaken for 8s and vice-versa. The command used to process the image was

$ tesseract esr2c.tif ocrb-esr2c -l ocrb

and the output for the source image was

0800000001456>8 00000195731208 8 01050008 023+ 08 0301226>20

If you swap all 1s and 8s and compare it to the source image, the output would be correct (except for the last two letters which I can ignore).

How could this happen? Did I do some mistake in the training process? How can I fix it?

2
ocrtesseract
there's no security implication in posting that data here? – andrew cooke
@andrew not really. just an old, invalid bill without any personal information in the reference id. – Danilo Bargen
@DaniloBargen: If possible, can you share the training data for OCRB font? – Ravi Gupta
@RaviGupta I don't have it anymore, and the results weren't good anyways. – Danilo Bargen
Hi, so, sorry for revamping this but, fast forward 5 years then fast forward 1 year, has that training helped you get correct results, I mean, did you continue to use tesseract? – Marko

2 Answers

6
votes

It's likely that somewhere in your box file has incorrect values (characters) for 1 and 8. You can verify using jTessBoxEditor program. If so, correct, regenerate the language data file, and try again.

2
votes

I have trained tesseract 2.04 after 1 month efforts for OCR A extended font. Its working very well and showing above 90 Accuracy with font size 14.

Training image should be high Contrast image. Use "GIMP" image editor and do following Menu Colors->Info->Histgram- Read Std Deviation value colors-> Threshould -> Write "Std Deviation value" as Threshould value Save image Use it for training.

Check and edit your box file using "qt-box-editor-1.06.exe".It is very easy to use. Check All boxes and characters in it. It is very important. Somewhere in your box file has incorrect characters for 1 and 8.

Run other cmds.