If you need to do OCR that also preserves table structure -- which is what I bought FineReader for in the first place, I don't think there's any open source alternative, and FineReader does a very capable job.
Here's an example of FineReader in action: OCRing the docs released by the FBI on Clinton's email system. I've also included the pdftotext output showing how FineReader's text conversion also attempts to preserve the physical layout of the text characters:
https://github.com/dannguyen/clinton-hillary-email-fbi-inves...
I used to use Evernote quite heavily and I've never been able to replace their excellent OCR. I would search for some text and was always blown away when it would find a photo of a whiteboard or a sketch of mine.
Any idea what Evernote uses?
Everything about it sucks, cost, anual page limit license, I can only run it as root for some reason, but the OCR quality is superb.
here's the scripts I use if it's useful: https://github.com/cove/scanbd
https://gist.github.com/dannguyen/a0b69c84ebc00c54c94d
Unfortunately, it doesn't do well on large chunks of text if you're trying to OCR a scanned document.