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Xerox scanners and photocopiers randomly alter numbers in scanned documents

www.dkriesel.com Research & data Technical reports Software engineering Class of 2021-11 Hall of Fame
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Resurfaced independently across 7 calendar years, with breakout response in 3 of them.

submissions
14
submitters
14
observed span
2013–2026
peak thread · 184 comments
570 pts
latest 20+ return · 2021-11-15
486 pts

Submission timeline

2007–2026

One slot for every year since HN launched. Height is that year's peak points; orange marks a 100+ point or 50+ comment breakout. Select a bar to open its strongest thread.

First comments on top threads

HN comment order

This class of error is called (by me, at least) a "contoot" because, long ago, when I was writing the JBIG2 compressor for Google Books PDFs, the first example was on the contents page of book. The title, "Contents", was set in very heavy type which happened to be an unexpected edge case in the classifier and it matched the "o" with the "e" and "n" and output "Contoots". The classifier was adjusted and these errors mostly went away. It…

agl·570-point thread·

> This is not an OCR problem (as we switched off OCR on purpose), it is a lot worse – patches of the pixel data are randomly replaced in a very subtle and dangerous way: The scanned images look correct at first glance, even though numbers may actually be incorrect. I have a habit of scanning invoices/statements/manuals etc to pdf and found the above quite alarming. Though I don't use Xerox (my scanner is Epson Perfection V39), I never considered…

This is relatively new: > March 2015: The German Federal Office for Safety in Information Technology bans JBIG2 from being used for archival purposes.

Looks like a poorly implemented compression algorithm, or something. It's scary to think what this could cause, though.

The first top-level comment from each of the four biggest threads, in HN’s own order. Excerpts are shortened; open a comment for full context.

Breakout years
3

100+ points or 50+ comments

Total points
1272

reference only — not used in Hall rules or ranking

Total comments
323

reference only — not used in Hall rules or ranking

Every submission