User:Joca/tesseract-preprocessing: Difference between revisions
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'''site''': http://www.fmwconcepts.com/imagemagick/textcleaner/index.php | '''site''': http://www.fmwconcepts.com/imagemagick/textcleaner/index.php | ||
Textcleaner is an imagemagick script for cropping, grayscaling and de-noising of images. I don't need the full script, but maybe I can reconstruct it and make a script that just does the grayscaling and denoising. | Textcleaner is an imagemagick script for cropping, grayscaling and de-noising of images. I don't need the full script, but maybe I can reconstruct it and make a script that just does the grayscaling and denoising. | ||
=== OCRmyPDF === | |||
'''site''': https://github.com/jbarlow83/OCRmyPDF | |||
== What's next? == | == What's next? == | ||
First I want to manually preprocess a non OCR'ed PDF using unpaper and imagemagick. The output should be a tiff that I can use in [[OCR|Tesseract]]. If this works, I'd like to turn these commands into a script that uses pdf's or images as input and .tiff as an output. Another goal is to make an overview of preprocessing tools, which might include my script, and post that as a recipe on the [[CookBook]]. | First I want to manually preprocess a non OCR'ed PDF using unpaper and imagemagick. The output should be a tiff that I can use in [[OCR|Tesseract]]. If this works, I'd like to turn these commands into a script that uses pdf's or images as input and .tiff as an output. Another goal is to make an overview of preprocessing tools, which might include my script, and post that as a recipe on the [[CookBook]]. | ||
Revision as of 11:28, 29 January 2018
To improve the performance of Tesseract for optimal image recognition, it might help to pre-process the images by straighten them, removing the background colors and the noise (binarisation). (see https://github.com/tesseract-ocr/tesseract/wiki/ImproveQuality). In this page I list a number of tools to do that programmatically. My objective is to create a pipeline that combines multiple tools to deskew a scanned images and put it through a process of Binarisation.
Interesting tools
pdfsandwich
site: http://www.tobias-elze.de/pdfsandwich/
Pdfsandwich is a wrapper script that combines the applications unpaper (since version 0.0.9), convert, gs, hocr2pdf (for tesseract prior to version 3.03), and tesseract. It uses non-OCR'ed pdf's as an input and will output PDF's with an text layer over the image layer. It features several options to for example not the background image in the pdf, rotate images beforehand etc. It is an easy to use tool, but I am interested in deconstructing it. By doing so I can make a specific pipeline for just deskewing and binarisation which I can connect to my own application.
Unpaper
site: https://github.com/Flameeyes/unpaper/blob/master/doc/basic-concepts.md Unpaper is one of the dependencies used in pdfsandwich. It is able to deskew scanned pages and optionally combine single pages onto spreads. It uses .ppm .pbm and .pnm files as input and will output the same formats.
Textcleaner script
site: http://www.fmwconcepts.com/imagemagick/textcleaner/index.php Textcleaner is an imagemagick script for cropping, grayscaling and de-noising of images. I don't need the full script, but maybe I can reconstruct it and make a script that just does the grayscaling and denoising.
OCRmyPDF
site: https://github.com/jbarlow83/OCRmyPDF
What's next?
First I want to manually preprocess a non OCR'ed PDF using unpaper and imagemagick. The output should be a tiff that I can use in Tesseract. If this works, I'd like to turn these commands into a script that uses pdf's or images as input and .tiff as an output. Another goal is to make an overview of preprocessing tools, which might include my script, and post that as a recipe on the CookBook.