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Relating Statistical Image Differences and Degradation Features

Identifieur interne : 000D88 ( Istex/Corpus ); précédent : 000D87; suivant : 000D89

Relating Statistical Image Differences and Degradation Features

Auteurs : Barney Smith ; Xiaohui Qiu

Source :

RBID : ISTEX:A05358B8EF1CB4B2C5C9E966513416A761D14F9F

Abstract

Abstract: Document images are degraded through bilevel processes such as scanning, printing, and photocopying. The resulting image degradations can be categorized based either on observable degradation features or on degradation model parameters. The degradation features can be related mathematically to model parameters. In this paper we statistically compare pairs of populations of degraded character images created with different model parameters. The changes in the probability that the characters are from different populations when the model parameters vary correlate with the relationship between observable degradation features and the model parameters. The paper also shows which features have the largest impact on the image.

Url:
DOI: 10.1007/3-540-45869-7_1

Links to Exploration step

ISTEX:A05358B8EF1CB4B2C5C9E966513416A761D14F9F

Le document en format XML

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<OrgName>Boise State University</OrgName>
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<Country>USA</Country>
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<Para>Document images are degraded through bilevel processes such as scanning, printing, and photocopying. The resulting image degradations can be categorized based either on observable degradation features or on degradation model parameters. The degradation features can be related mathematically to model parameters. In this paper we statistically compare pairs of populations of degraded character images created with different model parameters. The changes in the probability that the characters are from different populations when the model parameters vary correlate with the relationship between observable degradation features and the model parameters. The paper also shows which features have the largest impact on the image.</Para>
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<abstract lang="en">Abstract: Document images are degraded through bilevel processes such as scanning, printing, and photocopying. The resulting image degradations can be categorized based either on observable degradation features or on degradation model parameters. The degradation features can be related mathematically to model parameters. In this paper we statistically compare pairs of populations of degraded character images created with different model parameters. The changes in the probability that the characters are from different populations when the model parameters vary correlate with the relationship between observable degradation features and the model parameters. The paper also shows which features have the largest impact on the image.</abstract>
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