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tesseract
Tesseract is an Open Source OCR engine, available under the Apache 2.0 license. It can be used directly, or (for programmers) using an API. It supports a wide variety of languages.
Tesseract doesn't have a built-in GUI, but there are several available from the 3rdParty page.
Quick Start
$ alias tesseract='docker run --rm -v `pwd`:/work -w /work vimagick/tesseract'
$ tesseract myscan.png out
$ cat out.txt