Online Learning for Bootstrapping of Object Recognition and Localization in a Biologically Motivated Architecture
Identifieur interne : 001227 ( Main/Merge ); précédent : 001226; suivant : 001228Online Learning for Bootstrapping of Object Recognition and Localization in a Biologically Motivated Architecture
Auteurs : Heiko Wersing [Allemagne] ; Stephan Kirstein [Allemagne] ; Bernd Schneiders [Allemagne] ; Ute Bauer-Wersing [Allemagne] ; Edgar Körner [Allemagne]Source :
- Lecture Notes in Computer Science [ 0302-9743 ] ; 2008.
Abstract
Abstract: We present a modular architecture for recognition and localization of objects in a scene that is motivated from coupling the ventral (“what”) and dorsal (“where”) pathways of human visual processing. Our main target is to demonstrate how online learning can be used to bootstrap the representation from nonspecific cues like stereo depth towards object-specific representations for recognition and detection. We show the realization of the system learning objects in a complex real-world environment and investigate its performance.
Url:
DOI: 10.1007/978-3-540-79547-6_37
Links toward previous steps (curation, corpus...)
- to stream Istex, to step Corpus: 000C36
- to stream Istex, to step Curation: 000B63
- to stream Istex, to step Checkpoint: 000539
Links to Exploration step
ISTEX:0B5D55D0F9FB2B2A1969022DE491251196C1A7B0Le document en format XML
<record><TEI wicri:istexFullTextTei="biblStruct"><teiHeader><fileDesc><titleStmt><title xml:lang="en">Online Learning for Bootstrapping of Object Recognition and Localization in a Biologically Motivated Architecture</title><author><name sortKey="Wersing, Heiko" sort="Wersing, Heiko" uniqKey="Wersing H" first="Heiko" last="Wersing">Heiko Wersing</name></author><author><name sortKey="Kirstein, Stephan" sort="Kirstein, Stephan" uniqKey="Kirstein S" first="Stephan" last="Kirstein">Stephan Kirstein</name></author><author><name sortKey="Schneiders, Bernd" sort="Schneiders, Bernd" uniqKey="Schneiders B" first="Bernd" last="Schneiders">Bernd Schneiders</name></author><author><name sortKey="Bauer Wersing, Ute" sort="Bauer Wersing, Ute" uniqKey="Bauer Wersing U" first="Ute" last="Bauer-Wersing">Ute Bauer-Wersing</name></author><author><name sortKey="Korner, Edgar" sort="Korner, Edgar" uniqKey="Korner E" first="Edgar" last="Körner">Edgar Körner</name></author></titleStmt><publicationStmt><idno type="wicri:source">ISTEX</idno><idno type="RBID">ISTEX:0B5D55D0F9FB2B2A1969022DE491251196C1A7B0</idno><date when="2008" year="2008">2008</date><idno type="doi">10.1007/978-3-540-79547-6_37</idno><idno type="url">https://api.istex.fr/document/0B5D55D0F9FB2B2A1969022DE491251196C1A7B0/fulltext/pdf</idno><idno type="wicri:Area/Istex/Corpus">000C36</idno><idno type="wicri:explorRef" wicri:stream="Istex" wicri:step="Corpus" wicri:corpus="ISTEX">000C36</idno><idno type="wicri:Area/Istex/Curation">000B63</idno><idno type="wicri:Area/Istex/Checkpoint">000539</idno><idno type="wicri:explorRef" wicri:stream="Istex" wicri:step="Checkpoint">000539</idno><idno type="wicri:doubleKey">0302-9743:2008:Wersing H:online:learning:for</idno><idno type="wicri:Area/Main/Merge">001227</idno></publicationStmt><sourceDesc><biblStruct><analytic><title level="a" type="main" xml:lang="en">Online Learning for Bootstrapping of Object Recognition and Localization in a Biologically Motivated Architecture</title><author><name sortKey="Wersing, Heiko" sort="Wersing, Heiko" uniqKey="Wersing H" first="Heiko" last="Wersing">Heiko Wersing</name><affiliation wicri:level="1"><country xml:lang="fr">Allemagne</country><wicri:regionArea>Honda Research Institute Europe GmbH, Carl-Legien-Str. 30, 63073, Offenbach/Main</wicri:regionArea><wicri:noRegion>63073, Offenbach/Main</wicri:noRegion><wicri:noRegion>Offenbach/Main</wicri:noRegion></affiliation></author><author><name sortKey="Kirstein, Stephan" sort="Kirstein, Stephan" uniqKey="Kirstein S" first="Stephan" last="Kirstein">Stephan Kirstein</name><affiliation wicri:level="1"><country xml:lang="fr">Allemagne</country><wicri:regionArea>Technical University of Ilmenau, 98693, Ilmenau</wicri:regionArea><wicri:noRegion>98693, Ilmenau</wicri:noRegion><wicri:noRegion>Ilmenau</wicri:noRegion></affiliation></author><author><name sortKey="Schneiders, Bernd" sort="Schneiders, Bernd" uniqKey="Schneiders B" first="Bernd" last="Schneiders">Bernd Schneiders</name><affiliation wicri:level="1"><country xml:lang="fr">Allemagne</country><wicri:regionArea>University of Applied Sciences Trier, P.O. Box 1380, 55761, Birkenfeld</wicri:regionArea><wicri:noRegion>55761, Birkenfeld</wicri:noRegion><wicri:noRegion>Birkenfeld</wicri:noRegion></affiliation></author><author><name sortKey="Bauer Wersing, Ute" sort="Bauer Wersing, Ute" uniqKey="Bauer Wersing U" first="Ute" last="Bauer-Wersing">Ute Bauer-Wersing</name><affiliation wicri:level="3"><country xml:lang="fr">Allemagne</country><wicri:regionArea>Univ. of Applied Sciences Frankfurt, Nibelungenplatz 1, 60318, Frankfurt</wicri:regionArea><placeName><region type="land" nuts="1">Hesse (Land)</region><region type="district" nuts="2">District de Darmstadt</region><settlement type="city">Francfort-sur-le-Main</settlement></placeName></affiliation></author><author><name sortKey="Korner, Edgar" sort="Korner, Edgar" uniqKey="Korner E" first="Edgar" last="Körner">Edgar Körner</name><affiliation wicri:level="1"><country xml:lang="fr">Allemagne</country><wicri:regionArea>Honda Research Institute Europe GmbH, Carl-Legien-Str. 30, 63073, Offenbach/Main</wicri:regionArea><wicri:noRegion>63073, Offenbach/Main</wicri:noRegion><wicri:noRegion>Offenbach/Main</wicri:noRegion></affiliation></author></analytic><monogr></monogr><series><title level="s">Lecture Notes in Computer Science</title><imprint><date>2008</date></imprint><idno type="ISSN">0302-9743</idno><idno type="eISSN">1611-3349</idno><idno type="ISSN">0302-9743</idno></series><idno type="istex">0B5D55D0F9FB2B2A1969022DE491251196C1A7B0</idno><idno type="DOI">10.1007/978-3-540-79547-6_37</idno><idno type="ChapterID">37</idno><idno type="ChapterID">Chap37</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: We present a modular architecture for recognition and localization of objects in a scene that is motivated from coupling the ventral (“what”) and dorsal (“where”) pathways of human visual processing. Our main target is to demonstrate how online learning can be used to bootstrap the representation from nonspecific cues like stereo depth towards object-specific representations for recognition and detection. We show the realization of the system learning objects in a complex real-world environment and investigate its performance.</div></front></TEI></record>Pour manipuler ce document sous Unix (Dilib)
EXPLOR_STEP=$WICRI_ROOT/Wicri/Rhénanie/explor/UnivTrevesV1/Data/Main/Merge
HfdSelect -h $EXPLOR_STEP/biblio.hfd -nk 001227 | SxmlIndent | more
Ou
HfdSelect -h $EXPLOR_AREA/Data/Main/Merge/biblio.hfd -nk 001227 | SxmlIndent | more
Pour mettre un lien sur cette page dans le réseau Wicri
{{Explor lien
|wiki= Wicri/Rhénanie
|area= UnivTrevesV1
|flux= Main
|étape= Merge
|type= RBID
|clé= ISTEX:0B5D55D0F9FB2B2A1969022DE491251196C1A7B0
|texte= Online Learning for Bootstrapping of Object Recognition and Localization in a Biologically Motivated Architecture
}}
| This area was generated with Dilib version V0.6.31. |  |