Digital
OMR & ICR |
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Optical mark recognition |
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Optical mark recognition is the process of capturing
data by contrasting reflectivity at predetermined
positions on a page. By shining a beam of light
onto the document the scanner is able to detect
a marked area because it reflects less light than
an unmarked surface. Some OMR devices use forms
which are preprinted onto 'Transoptic' paper and
measure the amount of light which passes through
the paper, thus a mark on either side of the paper
will reduce the amount of light passing through
the paper.
It is generally distinguished from optical character
recognition by the fact that a recognition engine
is not required. That is, the marks are constructed
in such a way that there is little chance of
not reading the marks correctly. This does require
the image to have high contrast and an easily-recognizable
or irrelevant shape.

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Intelligent character recognition |
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In computer science, intelligent character recognition
(ICR) is an advanced optical character recognition
(OCR) or - rather more specific - Handwriting recognition
system that allows fonts and different styles of
handwriting to be learned by a computer during
processing to improve accuracy and recognition
levels.
Most ICR software has a self-learning system
referred to as a neural network, which automatically
updates the recognition database for new handwriting
patterns. It extends the usefulness of scanning
devices for the purpose of document processing,
from printed character recognition (a function
of OCR) to hand-written matter recognition. Because
this process is involved in recognising hand
writing, accuracy levels may, in some circumstances,
not be very good but can achieve 97%+ accuracy
rates in reading handwriting in structured forms.
Often to achieve these high recognition rates
several read engines are used within the software
and each is given elective voting rights to determine
the true reading of characters. In numeric fields,
engines which are designed to read numbers take
preference, while in alpha fields, engines designed
to read hand written letters have higher elective
rights. When used in conjunction with a bespoke
interface hub, hand-written data can be automatically
populated into a back office system avoiding
laborious manual keying and can be more accurate
than traditional human data entry.
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