The Effects of OCR Error on the Extraction of Private Information
Identifieur interne : 000F98 ( Main/Exploration ); précédent : 000F97; suivant : 000F99The Effects of OCR Error on the Extraction of Private Information
Auteurs : Kazem Taghva [États-Unis] ; Russell Beckley [États-Unis] ; Jeffrey Coombs [États-Unis]Source :
- Lecture Notes in Computer Science [ 0302-9743 ] ; 2006.
Descripteurs français
- Pascal (Inist)
- Wicri :
- topic : Classification, Linguistique.
English descriptors
- KwdEn :
Abstract
Abstract: OCR error has been shown not to affect the average accuracy of text retrieval or text categorization.Recent studies however have indicated that information extraction is significantly degraded by OCR error. We experimented with information extraction software on two collections, one with OCR-ed documents and another with manually-corrected versions of the former. We discovered a significant reduction in accuracy on the OCR text versus the corrected text. The majority of errors were attributable to zoning problems rather than OCR classification errors.
Url:
DOI: 10.1007/11669487_31
Affiliations:
Links toward previous steps (curation, corpus...)
- to stream Istex, to step Corpus: 000170
- to stream Istex, to step Curation: 000168
- to stream Istex, to step Checkpoint: 000971
- to stream Main, to step Merge: 001015
- to stream PascalFrancis, to step Corpus: 000301
- to stream PascalFrancis, to step Curation: 000483
- to stream PascalFrancis, to step Checkpoint: 000305
- to stream Main, to step Merge: 001166
- to stream Main, to step Curation: 000F98
Le document en format XML
<record><TEI wicri:istexFullTextTei="biblStruct"><teiHeader><fileDesc><titleStmt><title xml:lang="en">The Effects of OCR Error on the Extraction of Private Information</title>
<author><name sortKey="Taghva, Kazem" sort="Taghva, Kazem" uniqKey="Taghva K" first="Kazem" last="Taghva">Kazem Taghva</name>
</author>
<author><name sortKey="Beckley, Russell" sort="Beckley, Russell" uniqKey="Beckley R" first="Russell" last="Beckley">Russell Beckley</name>
</author>
<author><name sortKey="Coombs, Jeffrey" sort="Coombs, Jeffrey" uniqKey="Coombs J" first="Jeffrey" last="Coombs">Jeffrey Coombs</name>
</author>
</titleStmt>
<publicationStmt><idno type="wicri:source">ISTEX</idno>
<idno type="RBID">ISTEX:24B8EAA0209F0050EA5B3E3FE276E46EDDE49A46</idno>
<date when="2006" year="2006">2006</date>
<idno type="doi">10.1007/11669487_31</idno>
<idno type="url">https://api.istex.fr/document/24B8EAA0209F0050EA5B3E3FE276E46EDDE49A46/fulltext/pdf</idno>
<idno type="wicri:Area/Istex/Corpus">000170</idno>
<idno type="wicri:Area/Istex/Curation">000168</idno>
<idno type="wicri:Area/Istex/Checkpoint">000971</idno>
<idno type="wicri:doubleKey">0302-9743:2006:Taghva K:the:effects:of</idno>
<idno type="wicri:Area/Main/Merge">001015</idno>
<idno type="wicri:source">INIST</idno>
<idno type="RBID">Pascal:08-0029057</idno>
<idno type="wicri:Area/PascalFrancis/Corpus">000301</idno>
<idno type="wicri:Area/PascalFrancis/Curation">000483</idno>
<idno type="wicri:Area/PascalFrancis/Checkpoint">000305</idno>
<idno type="wicri:doubleKey">0302-9743:2006:Taghva K:the:effects:of</idno>
<idno type="wicri:Area/Main/Merge">001166</idno>
<idno type="wicri:Area/Main/Curation">000F98</idno>
<idno type="wicri:Area/Main/Exploration">000F98</idno>
</publicationStmt>
<sourceDesc><biblStruct><analytic><title level="a" type="main" xml:lang="en">The Effects of OCR Error on the Extraction of Private Information</title>
<author><name sortKey="Taghva, Kazem" sort="Taghva, Kazem" uniqKey="Taghva K" first="Kazem" last="Taghva">Kazem Taghva</name>
<affiliation wicri:level="3"><country>États-Unis</country>
<placeName><settlement type="city">Las Vegas</settlement>
<region type="state">Nevada</region>
</placeName>
<wicri:orgArea>Information Science Research Institute, University of Nevada</wicri:orgArea>
</affiliation>
<affiliation wicri:level="1"><country wicri:rule="url">États-Unis</country>
</affiliation>
</author>
<author><name sortKey="Beckley, Russell" sort="Beckley, Russell" uniqKey="Beckley R" first="Russell" last="Beckley">Russell Beckley</name>
<affiliation wicri:level="3"><country>États-Unis</country>
<placeName><settlement type="city">Las Vegas</settlement>
<region type="state">Nevada</region>
</placeName>
<wicri:orgArea>Information Science Research Institute, University of Nevada</wicri:orgArea>
</affiliation>
</author>
<author><name sortKey="Coombs, Jeffrey" sort="Coombs, Jeffrey" uniqKey="Coombs J" first="Jeffrey" last="Coombs">Jeffrey Coombs</name>
<affiliation wicri:level="3"><country>États-Unis</country>
<placeName><settlement type="city">Las Vegas</settlement>
<region type="state">Nevada</region>
</placeName>
<wicri:orgArea>Information Science Research Institute, University of Nevada</wicri:orgArea>
</affiliation>
</author>
</analytic>
<monogr></monogr>
<series><title level="s">Lecture Notes in Computer Science</title>
<imprint><date>2006</date>
</imprint>
<idno type="ISSN">0302-9743</idno>
<idno type="eISSN">1611-3349</idno>
<idno type="ISSN">0302-9743</idno>
</series>
<idno type="istex">24B8EAA0209F0050EA5B3E3FE276E46EDDE49A46</idno>
<idno type="DOI">10.1007/11669487_31</idno>
<idno type="ChapterID">31</idno>
<idno type="ChapterID">Chap31</idno>
</biblStruct>
</sourceDesc>
<seriesStmt><idno type="ISSN">0302-9743</idno>
</seriesStmt>
</fileDesc>
<profileDesc><textClass><keywords scheme="KwdEn" xml:lang="en"><term>Character recognition</term>
<term>Classification</term>
<term>Document analysis</term>
<term>Document structure</term>
<term>Image processing</term>
<term>Information extraction</term>
<term>Linguistics</term>
<term>Optical character recognition</term>
<term>Pattern recognition</term>
<term>Private life</term>
<term>Text</term>
</keywords>
<keywords scheme="Pascal" xml:lang="fr"><term>Analyse documentaire</term>
<term>Classification</term>
<term>Extraction information</term>
<term>Linguistique</term>
<term>Reconnaissance caractère</term>
<term>Reconnaissance forme</term>
<term>Reconnaissance optique caractère</term>
<term>Structure document</term>
<term>Texte</term>
<term>Traitement image</term>
<term>Vie privée</term>
</keywords>
<keywords scheme="Wicri" type="topic" xml:lang="fr"><term>Classification</term>
<term>Linguistique</term>
</keywords>
</textClass>
<langUsage><language ident="en">en</language>
</langUsage>
</profileDesc>
</teiHeader>
<front><div type="abstract" xml:lang="en">Abstract: OCR error has been shown not to affect the average accuracy of text retrieval or text categorization.Recent studies however have indicated that information extraction is significantly degraded by OCR error. We experimented with information extraction software on two collections, one with OCR-ed documents and another with manually-corrected versions of the former. We discovered a significant reduction in accuracy on the OCR text versus the corrected text. The majority of errors were attributable to zoning problems rather than OCR classification errors.</div>
</front>
</TEI>
<affiliations><list><country><li>États-Unis</li>
</country>
<region><li>Nevada</li>
</region>
<settlement><li>Las Vegas</li>
</settlement>
</list>
<tree><country name="États-Unis"><region name="Nevada"><name sortKey="Taghva, Kazem" sort="Taghva, Kazem" uniqKey="Taghva K" first="Kazem" last="Taghva">Kazem Taghva</name>
</region>
<name sortKey="Beckley, Russell" sort="Beckley, Russell" uniqKey="Beckley R" first="Russell" last="Beckley">Russell Beckley</name>
<name sortKey="Coombs, Jeffrey" sort="Coombs, Jeffrey" uniqKey="Coombs J" first="Jeffrey" last="Coombs">Jeffrey Coombs</name>
<name sortKey="Taghva, Kazem" sort="Taghva, Kazem" uniqKey="Taghva K" first="Kazem" last="Taghva">Kazem Taghva</name>
</country>
</tree>
</affiliations>
</record>
Pour manipuler ce document sous Unix (Dilib)
EXPLOR_STEP=$WICRI_ROOT/Ticri/CIDE/explor/OcrV1/Data/Main/Exploration
HfdSelect -h $EXPLOR_STEP/biblio.hfd -nk 000F98 | SxmlIndent | more
Ou
HfdSelect -h $EXPLOR_AREA/Data/Main/Exploration/biblio.hfd -nk 000F98 | SxmlIndent | more
Pour mettre un lien sur cette page dans le réseau Wicri
{{Explor lien |wiki= Ticri/CIDE |area= OcrV1 |flux= Main |étape= Exploration |type= RBID |clé= ISTEX:24B8EAA0209F0050EA5B3E3FE276E46EDDE49A46 |texte= The Effects of OCR Error on the Extraction of Private Information }}
This area was generated with Dilib version V0.6.32. |