I am currently using Tesseract to recognize characters from photos of
water meters. I've used a variety of methods to extract a clean, black
and white line of numbers from the photo and I've trained a new
character set that is comprised of images of the dials. The biggest
issue I'd say is not training Tesseract to recognize the numbers, but
rather being able to consistently produce/extract clear numbers from a
photo. (If you're interested, I currently have a recognition success
rate of >90% )

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