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The problem? There are none. Rather, the only open-source document scanners I could find basically handed everything off to OpenCV, which unfortunately has very sparse internal documentation.
The quality isn't perfect because the original image wasn't very high resolution, but taking pictures of most documents with a decent smartphone yields great results. If you'd like to check it out, the code and a demo website are available on GitHub.
NOTE:
The number of mentions on this list indicates mentions on common posts plus user suggested alternatives.
Hence, a higher number means a more popular project.