OCR under Linux
Beyond the Basics
Linux OCR software lags behind proprietary applications. We describe some ways to get better results.
Optical character recognition (OCR) is the extraction of text from images. Users often expect OCR to be as straightforward and easy as photocopying, but that is generally true only in the simplest of cases. More often, OCR is a painstakingly slow series of trials and errors, and that is especially true in free software OCR, which lags far behind the leading proprietary applications.
The reasons that OCR is so labor intensive are obvious when you stop to think. At first, an OCR application with more than 98 percent accuracy sounds reliable, but, assuming 300 words per page, that means an average of three to six errors per page. With a complex layout that includes columns and graphics, the number of errors can easily rise to more than 10 per page [1].
To make matters worse, characters like the number one (1) and the lowercase L (l) or the upper or lowercase O (o) and zero (0) can be difficult to distinguish. Other characters, such as the ampersand and question mark, can have a bewildering range of shapes (Figure 1). In some cases, too, short descenders (the part of a letter below the baseline) might cause a "y" to be read as a "v" instead. Similarly, a "d" might be read as an "a" if the ascenders (the part of the letter above the x-height or medium height of letters) are short.
[...]
Buy this article as PDF
(incl. VAT)
Buy Linux Magazine
Subscribe to our Linux Newsletters
Find Linux and Open Source Jobs
Subscribe to our ADMIN Newsletters
Support Our Work
Linux Magazine content is made possible with support from readers like you. Please consider contributing when you’ve found an article to be beneficial.
News
-
Valve Announces Pending Release of Steam Machine
Shout it to the heavens: the Steam Machine, powered by Linux, is set to arrive in 2026.
-
Happy Birthday, ADMIN Magazine!
ADMIN is celebrating its 15th anniversary with issue #90.
-
Another Linux Malware Discovered
Russian hackers use Hyper-V to hide malware within Linux virtual machines.
-
TUXEDO Computers Announces a New InfinityBook
TUXEDO Computers is at it again with a new InfinityBook that will meet your professional and gaming needs.
-
SUSE Dives into the Agentic AI Pool
SUSE becomes the first open source company to adopt agentic AI with SUSE Enterprise Linux 16.
-
Linux Now Runs Most Windows Games
The latest data shows that nearly 90 percent of Windows games can be played on Linux.
-
Fedora 43 Has Finally Landed
The Fedora Linux developers have announced their latest release, Fedora 43.
-
KDE Unleashes Plasma 6.5
The Plasma 6.5 desktop environment is now available with new features, improvements, and the usual bug fixes.
-
Xubuntu Site Possibly Hacked
It appears that the Xubuntu site was hacked and briefly served up a malicious ZIP file from its download page.
-
LMDE 7 Now Available
Linux Mint Debian Edition, version 7, has been officially released and is based on upstream Debian.

