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
-
openKylin 3.0 Released with Expanded AI Integration
The latest release features a pre-installed AI agent to help perform tasks.
-
DigitalOcean Ends Open Source Credits Program
In a change that has surprised many open source developers, DigitalOcean has decided to sunset its Open Source Credits Program.
-
Office 365 Available for Testing on Linux via Bottles
Linux users can now test the official Office 365, thanks to Mirko Brombin's work on Bottles.
-
Dutch Government Turns to Open Source for Digital Sovereignty
Following in the footsteps of other European countries, the Netherlands is looking to increase its sovereign digital infrastructure with open source software.
-
Linux May Soon Work on Snapdragon X2-Based PCs
If you're thinking about buying a Snapdragon X2-based desktop or laptop, Linux may soon be an option.
-
KDE for People Initiative Calls for AI Ban in Plasma
A new community of KDE wants the project to adopt a strict no-AI policy for KDE Plasma.
-
KDE Sets Ambitious Goals for 2026 and Beyond
KDE Connect reveals the goals for the Linux desktop darling, with one of those goals long overdue.
-
It’s Time to Test Fedora 45 Beta
Fedora 45 beta has been released with updated Gnome, KDE Plasma, and kernel.
-
Ubuntu Stonking Stingray Gets Even Rustier
Ubuntu 26.10 has completed its migration to the Rust-based coreutils.
-
AI Fixes Linux Bottlenecks Using “Hideous” Code
A Linux developer used AI to fix bottlenecks that caused problems when building the kernel. The resulting AI-generated code needed a lot of work.
