A Combination of Machine Learning and Image Processing Technologies for the Classification of Image Regions
Identifieur interne : 001603 ( Main/Exploration ); précédent : 001602; suivant : 001604A Combination of Machine Learning and Image Processing Technologies for the Classification of Image Regions
Auteurs : D. Lattner [Allemagne] ; Andrea Miene [Allemagne] ; Otthein Herzog [Allemagne]Source :
- Lecture Notes in Computer Science [ 0302-9743 ] ; 2004.
Abstract
Abstract: If large amounts of images are available, as it is the case in image archives, image retrieval technologies are necessary to help the user to find needed information. In order to make such queries possible, images have to be enriched with content-based annotations. As manual annotation is very costly, system support is desired. This paper introduces an approach to learning image region classifiers from extracted color, texture, shape, and position features. In different experiments, three machine learning algorithms were applied for the classification of character shapes and regions in landscape images.
Url:
DOI: 10.1007/978-3-540-25981-7_13
Affiliations:
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Lattner</name><affiliation wicri:level="3"><country xml:lang="fr">Allemagne</country><wicri:regionArea>Center for Computing Technologies – TZI, University of Bremen, PO Box 330 440, D-28334, Bremen</wicri:regionArea><placeName><region type="land" nuts="3">Brême (Land)</region><settlement type="city">Brême</settlement></placeName></affiliation><affiliation wicri:level="1"><country wicri:rule="url">Allemagne</country></affiliation></author><author><name sortKey="Miene, Andrea" sort="Miene, Andrea" uniqKey="Miene A" first="Andrea" last="Miene">Andrea Miene</name><affiliation wicri:level="3"><country xml:lang="fr">Allemagne</country><wicri:regionArea>Center for Computing Technologies – TZI, University of Bremen, PO Box 330 440, D-28334, Bremen</wicri:regionArea><placeName><region type="land" nuts="3">Brême (Land)</region><settlement type="city">Brême</settlement></placeName></affiliation><affiliation wicri:level="1"><country wicri:rule="url">Allemagne</country></affiliation></author><author><name sortKey="Herzog, Otthein" sort="Herzog, Otthein" uniqKey="Herzog O" first="Otthein" last="Herzog">Otthein Herzog</name><affiliation wicri:level="3"><country xml:lang="fr">Allemagne</country><wicri:regionArea>Center for Computing Technologies – TZI, University of Bremen, PO Box 330 440, D-28334, Bremen</wicri:regionArea><placeName><region type="land" nuts="3">Brême (Land)</region><settlement type="city">Brême</settlement></placeName></affiliation><affiliation wicri:level="1"><country wicri:rule="url">Allemagne</country></affiliation></author></analytic><monogr></monogr><series><title level="s">Lecture Notes in Computer Science</title><imprint><date>2004</date></imprint><idno type="ISSN">0302-9743</idno><idno type="eISSN">1611-3349</idno><idno type="ISSN">0302-9743</idno></series><idno type="istex">93A731F170C0FD5EF022C9E80CAFEA2E24246D4E</idno><idno type="DOI">10.1007/978-3-540-25981-7_13</idno><idno type="ChapterID">13</idno><idno type="ChapterID">Chap13</idno></biblStruct></sourceDesc><seriesStmt><idno type="ISSN">0302-9743</idno></seriesStmt></fileDesc><profileDesc><textClass></textClass><langUsage><language ident="en">en</language></langUsage></profileDesc></teiHeader><front><div type="abstract" xml:lang="en">Abstract: If large amounts of images are available, as it is the case in image archives, image retrieval technologies are necessary to help the user to find needed information. In order to make such queries possible, images have to be enriched with content-based annotations. As manual annotation is very costly, system support is desired. This paper introduces an approach to learning image region classifiers from extracted color, texture, shape, and position features. In different experiments, three machine learning algorithms were applied for the classification of character shapes and regions in landscape images.</div></front></TEI><affiliations><list><country><li>Allemagne</li></country><region><li>Brême (Land)</li></region><settlement><li>Brême</li></settlement></list><tree><country name="Allemagne"><region name="Brême (Land)"><name sortKey="Lattner, D" sort="Lattner, D" uniqKey="Lattner D" first="D." last="Lattner">D. Lattner</name></region><name sortKey="Herzog, Otthein" sort="Herzog, Otthein" uniqKey="Herzog O" first="Otthein" last="Herzog">Otthein Herzog</name><name sortKey="Herzog, Otthein" sort="Herzog, Otthein" uniqKey="Herzog O" first="Otthein" last="Herzog">Otthein Herzog</name><name sortKey="Lattner, D" sort="Lattner, D" uniqKey="Lattner D" first="D." last="Lattner">D. Lattner</name><name sortKey="Miene, Andrea" sort="Miene, Andrea" uniqKey="Miene A" first="Andrea" last="Miene">Andrea Miene</name><name sortKey="Miene, Andrea" sort="Miene, Andrea" uniqKey="Miene A" first="Andrea" last="Miene">Andrea Miene</name></country></tree></affiliations></record>Pour manipuler ce document sous Unix (Dilib)
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