Optical character recognition with Tesseract
install
Tesseract (with languages you will be using)
- Mac
brew install tesseract --all-languages
- Debian/Ubuntu:
sudo aptitude install tesseract-ocr
- See what language packages are available with:
sudo aptitude search tesseract-ocr-
- install language packages:
sudo aptitude install tesseract-ocr-ara tesseract-ocr-port tesseract-ocr-spa
here I am installing Arabic, Portuguese, Spanish
- See what language packages are available with:
poppler-utils whic include tools such as pdftotext and pdftohtml
- Mac
brew install poppler-utils
- Debian/Ubuntu:
sudo aptitude install poppler-utils
imagemagick
- Mac
brew install imagemagick
- Debian/Ubuntu:
sudo aptitude install imagemagick
pdftk
- Mac
brew install pdftk
- Debian/Ubuntu:
sudo aptitude install pdftk
- with text layer
- without text layer
To find out the difference you can try to select the PDF's text in a PDF viewer. Only if the text layer is present will you be able to select it.
If it contains a text layer you can use pdftotext command-line application (from poppler-utils) to convert the PDF to text
Tesseract
Tesseract was originally developed at Hewlett-Packard Laboratories Bristol and at Hewlett-Packard Co, Greeley Colorado between 1985 and 1994, with some more changes made in 1996 to port to Windows, and some C++izing in 1998. In 2005 Tesseract was open sourced by HP. Since 2006 it is developed by Google.[1]
Tesseract is a Free software OCR package
one page prototype
Getting 1 page from PDF file with PDFTK burst
pdftk yourfile.pdf burst
Chose page you want to convert
Convert PDF to bit-map using imagemagick, with some options to optimize OCR
convert -density 300 page.pdf -depth 8 -strip -background white -alpha off ouput.tiff
-density 300
resolution 300DPI. Lower resolutions will create errors :)-depth 8
number of bits for color. 8bit depth == grey-scale-strip -background white -alpha off
removes alpha channel (opacity), and makes the background whiteoutput.tiff
in previous versions Tesseract only accepted images as tiffs, but currently more bitmap formats are accepted
OCR
tesseract output.tiff -l eng output
Will generate the file output.txt
- -l is the option for language (English is the default)
details
language
Lists all tesseract languages available in your system.
tesseract --list-langs
Select more than language
tesseract output.tiff -l eng+spa output
multipages
Tiff files can be multi-page images. Hence if we use the prevoious IM command to convert a PDF to a TIFF, if the PDF is multi page, so will be it TIFF. Which Tesseract should handle.
$ tesseract TypewriterArt.tiff TypewriterArt
Tesseract Open Source OCR Engine v3.03 with Leptonica
Page 1 of 8
Page 2 of 8
Page 3 of 8
Another option is providing Tesseract with a text file containing the path/filename to each image in sequence:
p001.tiff
p002.tiff
p003.png
tesseract savedlist output
=hocr
Tesseract 3.0x supports a hocr option, which creates horc file.
HOCR is an HTML+XML (XHTML) file consisting of recognized words and their coordinates.
The HOCR file contains all pages as ocr_page elements. with attribute that contains the following fields :
- ppageno: The physical page number
- image: The relative path (from the HOCR file) to the page image
- bbox: The dimensions of the image
class='ocr_page
The OCRed text is atomized into text elements of different magnitude, such as:
- paragraph "ocr_par"
- line "ocr_line"
- word "ocrx_word"
HOCR tools
training
Box file editor: moshPyTT for Tesseract v.3.0
See more Tesseract add-on in https://github.com/tesseract-ocr/tesseract/wiki/AddOns
Artistic research
Kindle Scanner Peter Purgathofer
References
- ↑ https://github.com/tesseract-ocr/tesseract/blob/master/README.md
- ↑ ‘HOCR - OCR Workflow and Output Embedded in HTML’. n.d. Accessed 11 January 2018. http://kba.cloud/hocr-spec/1.2/.