OcrV1, Main, Exploration, bibRecord, 000074

OCR Performance Prediction using a Bag of Allographs and Support Vector Regression

Identifieur interne : 000074 ( Main/Exploration ); précédent : 000073; suivant : 000075

OCR Performance Prediction using a Bag of Allographs and Support Vector Regression

Auteurs : Tapan Bhowmik ; Thierry Paquet [France] ; Nicolas Ragot [France]

Source :

RBID : Hal:hal-01085002

English descriptors

mix :
- Bag of Allographs, Historical Documents, OCR Performance Prediction, Support Vector Regression (SVR), Template Matching.

Abstract

In this paper, we describe a novel and simple technique for prediction of OCR results without using any OCR. The technique uses a bag of allographs to characterize textual components. Then a support vector regression (SVR) technique is used to build a predictor based on the bag of allographs. The performance of the system is evaluated on a corpus of historical documents. The proposed technique produces correct prediction of OCR results on training and test documents within the range of standard deviation of 4.18% and 6.54% respectively. The proposed system has been designed as a tool to assist selection of corpora in libraries and specify the typical performance that can be expected on the selection.

Url:

https://hal.archives-ouvertes.fr/hal-01085002

DOI: 10.1109/DAS.2014.72

Affiliations:

Links toward previous steps (curation, corpus...)

to stream Hal, to step Corpus: 000088
to stream Hal, to step Curation: 000088
to stream Hal, to step Checkpoint: 000035
to stream Main, to step Merge: 000075
to stream Main, to step Curation: 000074

Le document en format XML

<record><TEI><teiHeader><fileDesc><titleStmt><title xml:lang="en">OCR Performance Prediction using a Bag of Allographs and Support Vector Regression</title>
<author><name sortKey="Bhowmik, Tapan" sort="Bhowmik, Tapan" uniqKey="Bhowmik T" first="Tapan" last="Bhowmik">Tapan Bhowmik</name>
</author>
<author><name sortKey="Paquet, Thierry" sort="Paquet, Thierry" uniqKey="Paquet T" first="Thierry" last="Paquet">Thierry Paquet</name>
<affiliation wicri:level="1"><hal:affiliation type="laboratory" xml:id="struct-23832" status="VALID"><orgName>Laboratoire d'Informatique, de Traitement de l'Information et des Systèmes</orgName>
<orgName type="acronym">LITIS</orgName>
<desc><address><addrLine>Avenue de l'Université UFR des Sciences et Techniques 76800 Saint-Etienne du Rouvray</addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.litislab.eu</ref>
</desc>
<listRelation><relation active="#struct-300317" type="direct"></relation>
<relation name="EA4108" active="#struct-300318" type="direct"></relation>
<relation active="#struct-301288" type="direct"></relation>
<relation active="#struct-301232" type="indirect"></relation>
</listRelation>
<tutelles><tutelle active="#struct-300317" type="direct"><org type="institution" xml:id="struct-300317" status="VALID"><orgName>Université du Havre</orgName>
<desc><address><country key="FR"></country>
</address>
</desc>
</org>
</tutelle>
<tutelle name="EA4108" active="#struct-300318" type="direct"><org type="institution" xml:id="struct-300318" status="VALID"><orgName>Université de Rouen</orgName>
<desc><address><addrLine> 1 rue Thomas Becket - 76821 Mont-Saint-Aignan</addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.univ-rouen.fr/</ref>
</desc>
</org>
</tutelle>
<tutelle active="#struct-301288" type="direct"><org type="department" xml:id="struct-301288" status="VALID"><orgName>Institut National des Sciences Appliquées - Rouen</orgName>
<orgName type="acronym">INSA Rouen</orgName>
<desc><address><country key="FR"></country>
</address>
</desc>
<listRelation><relation active="#struct-301232" type="direct"></relation>
</listRelation>
</org>
</tutelle>
<tutelle active="#struct-301232" type="indirect"><org type="institution" xml:id="struct-301232" status="VALID"><orgName>Institut National des Sciences Appliquées</orgName>
<orgName type="acronym">INSA</orgName>
<desc><address><country key="FR"></country>
</address>
</desc>
</org>
</tutelle>
</tutelles>
</hal:affiliation>
<country>France</country>
<placeName><settlement type="city">Rouen</settlement>
<region type="region" nuts="2">Région Bourgogne</region>
</placeName>
<orgName type="university">Université de Rouen</orgName>
</affiliation>
</author>
<author><name sortKey="Ragot, Nicolas" sort="Ragot, Nicolas" uniqKey="Ragot N" first="Nicolas" last="Ragot">Nicolas Ragot</name>
<affiliation wicri:level="1"><hal:affiliation type="laboratory" xml:id="struct-204893" status="VALID"><orgName>Laboratoire d'Informatique de l'Université de Tours</orgName>
<orgName type="acronym">LI</orgName>
<desc><address><addrLine>64, Avenue Jean Portalis, 37200 Tours</addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.li.univ-tours.fr/</ref>
</desc>
<listRelation><relation active="#struct-300408" type="direct"></relation>
<relation name="EA6300" active="#struct-300298" type="direct"></relation>
</listRelation>
<tutelles><tutelle active="#struct-300408" type="direct"><org type="institution" xml:id="struct-300408" status="VALID"><orgName>Polytech'Tours</orgName>
<desc><address><country key="FR"></country>
</address>
</desc>
</org>
</tutelle>
<tutelle name="EA6300" active="#struct-300298" type="direct"><org type="institution" xml:id="struct-300298" status="VALID"><orgName>Université François Rabelais - Tours</orgName>
<desc><address><addrLine>60 rue du Plat d'Étain, 37020 Tours cedex 1 </addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.univ-tours.fr</ref>
</desc>
</org>
</tutelle>
</tutelles>
</hal:affiliation>
<country>France</country>
<placeName><settlement type="city">Tours</settlement>
<region type="old region" nuts="2">Région Centre</region>
<region type="region" nuts="2">Centre-Val de Loire</region>
</placeName>
<orgName type="university">Université François-Rabelais de Tours</orgName>
<orgName type="institution" wicri:auto="newGroup">Centre Val de Loire Université</orgName>
</affiliation>
</author>
</titleStmt>
<publicationStmt><idno type="wicri:source">HAL</idno>
<idno type="RBID">Hal:hal-01085002</idno>
<idno type="halId">hal-01085002</idno>
<idno type="halUri">https://hal.archives-ouvertes.fr/hal-01085002</idno>
<idno type="url">https://hal.archives-ouvertes.fr/hal-01085002</idno>
<idno type="doi">10.1109/DAS.2014.72</idno>
<date when="2014-04-07">2014-04-07</date>
<idno type="wicri:Area/Hal/Corpus">000088</idno>
<idno type="wicri:Area/Hal/Curation">000088</idno>
<idno type="wicri:Area/Hal/Checkpoint">000035</idno>
<idno type="wicri:Area/Main/Merge">000075</idno>
<idno type="wicri:Area/Main/Curation">000074</idno>
<idno type="wicri:Area/Main/Exploration">000074</idno>
</publicationStmt>
<sourceDesc><biblStruct><analytic><title xml:lang="en">OCR Performance Prediction using a Bag of Allographs and Support Vector Regression</title>
<author><name sortKey="Bhowmik, Tapan" sort="Bhowmik, Tapan" uniqKey="Bhowmik T" first="Tapan" last="Bhowmik">Tapan Bhowmik</name>
</author>
<author><name sortKey="Paquet, Thierry" sort="Paquet, Thierry" uniqKey="Paquet T" first="Thierry" last="Paquet">Thierry Paquet</name>
<affiliation wicri:level="1"><hal:affiliation type="laboratory" xml:id="struct-23832" status="VALID"><orgName>Laboratoire d'Informatique, de Traitement de l'Information et des Systèmes</orgName>
<orgName type="acronym">LITIS</orgName>
<desc><address><addrLine>Avenue de l'Université UFR des Sciences et Techniques 76800 Saint-Etienne du Rouvray</addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.litislab.eu</ref>
</desc>
<listRelation><relation active="#struct-300317" type="direct"></relation>
<relation name="EA4108" active="#struct-300318" type="direct"></relation>
<relation active="#struct-301288" type="direct"></relation>
<relation active="#struct-301232" type="indirect"></relation>
</listRelation>
<tutelles><tutelle active="#struct-300317" type="direct"><org type="institution" xml:id="struct-300317" status="VALID"><orgName>Université du Havre</orgName>
<desc><address><country key="FR"></country>
</address>
</desc>
</org>
</tutelle>
<tutelle name="EA4108" active="#struct-300318" type="direct"><org type="institution" xml:id="struct-300318" status="VALID"><orgName>Université de Rouen</orgName>
<desc><address><addrLine> 1 rue Thomas Becket - 76821 Mont-Saint-Aignan</addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.univ-rouen.fr/</ref>
</desc>
</org>
</tutelle>
<tutelle active="#struct-301288" type="direct"><org type="department" xml:id="struct-301288" status="VALID"><orgName>Institut National des Sciences Appliquées - Rouen</orgName>
<orgName type="acronym">INSA Rouen</orgName>
<desc><address><country key="FR"></country>
</address>
</desc>
<listRelation><relation active="#struct-301232" type="direct"></relation>
</listRelation>
</org>
</tutelle>
<tutelle active="#struct-301232" type="indirect"><org type="institution" xml:id="struct-301232" status="VALID"><orgName>Institut National des Sciences Appliquées</orgName>
<orgName type="acronym">INSA</orgName>
<desc><address><country key="FR"></country>
</address>
</desc>
</org>
</tutelle>
</tutelles>
</hal:affiliation>
<country>France</country>
<placeName><settlement type="city">Rouen</settlement>
<region type="region" nuts="2">Région Bourgogne</region>
</placeName>
<orgName type="university">Université de Rouen</orgName>
</affiliation>
</author>
<author><name sortKey="Ragot, Nicolas" sort="Ragot, Nicolas" uniqKey="Ragot N" first="Nicolas" last="Ragot">Nicolas Ragot</name>
<affiliation wicri:level="1"><hal:affiliation type="laboratory" xml:id="struct-204893" status="VALID"><orgName>Laboratoire d'Informatique de l'Université de Tours</orgName>
<orgName type="acronym">LI</orgName>
<desc><address><addrLine>64, Avenue Jean Portalis, 37200 Tours</addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.li.univ-tours.fr/</ref>
</desc>
<listRelation><relation active="#struct-300408" type="direct"></relation>
<relation name="EA6300" active="#struct-300298" type="direct"></relation>
</listRelation>
<tutelles><tutelle active="#struct-300408" type="direct"><org type="institution" xml:id="struct-300408" status="VALID"><orgName>Polytech'Tours</orgName>
<desc><address><country key="FR"></country>
</address>
</desc>
</org>
</tutelle>
<tutelle name="EA6300" active="#struct-300298" type="direct"><org type="institution" xml:id="struct-300298" status="VALID"><orgName>Université François Rabelais - Tours</orgName>
<desc><address><addrLine>60 rue du Plat d'Étain, 37020 Tours cedex 1 </addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.univ-tours.fr</ref>
</desc>
</org>
</tutelle>
</tutelles>
</hal:affiliation>
<country>France</country>
<placeName><settlement type="city">Tours</settlement>
<region type="old region" nuts="2">Région Centre</region>
<region type="region" nuts="2">Centre-Val de Loire</region>
</placeName>
<orgName type="university">Université François-Rabelais de Tours</orgName>
<orgName type="institution" wicri:auto="newGroup">Centre Val de Loire Université</orgName>
</affiliation>
</author>
</analytic>
<idno type="DOI">10.1109/DAS.2014.72</idno>
</biblStruct>
</sourceDesc>
</fileDesc>
<profileDesc><textClass><keywords scheme="mix" xml:lang="en"><term>Bag of Allographs</term>
<term>Historical Documents</term>
<term>OCR Performance Prediction</term>
<term>Support Vector Regression (SVR)</term>
<term>Template Matching</term>
</keywords>
</textClass>
</profileDesc>
</teiHeader>
<front><div type="abstract" xml:lang="en">In this paper, we describe a novel and simple technique for prediction of OCR results without using any OCR. The technique uses a bag of allographs to characterize textual components. Then a support vector regression (SVR) technique is used to build a predictor based on the bag of allographs. The performance of the system is evaluated on a corpus of historical documents. The proposed technique produces correct prediction of OCR results on training and test documents within the range of standard deviation of 4.18% and 6.54% respectively. The proposed system has been designed as a tool to assist selection of corpora in libraries and specify the typical performance that can be expected on the selection.</div>
</front>
</TEI>
<affiliations><list><country><li>France</li>
</country>
<region><li>Centre-Val de Loire</li>
<li>Région Bourgogne</li>
<li>Région Centre</li>
</region>
<settlement><li>Rouen</li>
<li>Tours</li>
</settlement>
<orgName><li>Centre Val de Loire Université</li>
<li>Université François-Rabelais de Tours</li>
<li>Université de Rouen</li>
</orgName>
</list>
<tree><noCountry><name sortKey="Bhowmik, Tapan" sort="Bhowmik, Tapan" uniqKey="Bhowmik T" first="Tapan" last="Bhowmik">Tapan Bhowmik</name>
</noCountry>
<country name="France"><region name="Région Bourgogne"><name sortKey="Paquet, Thierry" sort="Paquet, Thierry" uniqKey="Paquet T" first="Thierry" last="Paquet">Thierry Paquet</name>
</region>
<name sortKey="Ragot, Nicolas" sort="Ragot, Nicolas" uniqKey="Ragot N" first="Nicolas" last="Ragot">Nicolas Ragot</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 000074 | SxmlIndent | more

HfdSelect -h $EXPLOR_AREA/Data/Main/Exploration/biblio.hfd -nk 000074 | 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=     Hal:hal-01085002
   |texte=   OCR Performance Prediction using a Bag of Allographs and Support Vector Regression
}}

This area was generated with Dilib version V0.6.32.
Data generation: Sat Nov 11 16:53:45 2017. Site generation: Mon Mar 11 23:15:16 2024

	Serveur d'exploration sur l'OCR
	Attention, ce site est en cours de développement ! Attention, site généré par des moyens informatiques à partir de corpus bruts. Les informations ne sont donc pas validées.

Serveur d'exploration sur l'OCR

OCR Performance Prediction using a Bag of Allographs and Support Vector Regression

OCR Performance Prediction using a Bag of Allographs and Support Vector Regression

Source :

English descriptors

Abstract

Links toward previous steps (curation, corpus...)

Le document en format XML

Pour manipuler ce document sous Unix (Dilib)

Pour mettre un lien sur cette page dans le réseau Wicri