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dc.contributor.authorPont Tuset, Jordi
dc.contributor.authorMarqués Acosta, Fernando
dc.contributor.otherUniversitat Politècnica de Catalunya. Departament de Teoria del Senyal i Comunicacions
dc.date.accessioned2016-10-26T14:24:54Z
dc.date.available2016-10-26T14:24:54Z
dc.date.issued2016-07-01
dc.identifier.citationPont, J., Marques, F. Supervised evaluation of image segmentation and object proposal techniques. "IEEE transactions on pattern analysis and machine intelligence", 1 Juliol 2016, vol. 38, núm. 7, p. 1465-1478.
dc.identifier.issn0162-8828
dc.identifier.urihttp://hdl.handle.net/2117/91116
dc.description.abstractThis paper tackles the supervised evaluation of image segmentation and object proposal algorithms. It surveys, structures, and deduplicates the measures used to compare both segmentation results and object proposals with a ground truth database; and proposes a new measure: the precision-recall for objects and parts. To compare the quality of these measures, eight state-of-the-art object proposal techniques are analyzed and two quantitative meta-measures involving nine state of the art segmentation methods are presented. The meta-measures consist in assuming some plausible hypotheses about the results and assessing how well each measure reflects these hypotheses. As a conclusion of the performed experiments, this paper proposes the tandem of precision-recall curves for boundaries and for objects-and-parts as the tool of choice for the supervised evaluation of image segmentation. We make the datasets and code of all the measures publicly available.
dc.format.extent14 p.
dc.language.isoeng
dc.rights.urihttp://creativecommons.org/licenses/by-nc-nd/3.0/es/
dc.subjectÀrees temàtiques de la UPC::Enginyeria de la telecomunicació::Processament del senyal::Processament de la imatge i del senyal vídeo
dc.subjectÀrees temàtiques de la UPC::Enginyeria de la telecomunicació::Processament del senyal::Reconeixement de formes
dc.subject.lcshImatges -- Processament
dc.subject.lcshPattern recognition systems
dc.subject.otherImage segmentation
dc.subject.otherObject proposals
dc.subject.otherSupervised evaluation
dc.subject.otherMeta-measures
dc.subject.otherAlgorithms
dc.titleSupervised evaluation of image segmentation and object proposal techniques
dc.typeArticle
dc.subject.lemacImatges -- Processament
dc.subject.lemacReconeixement de formes (Informàtica)
dc.contributor.groupUniversitat Politècnica de Catalunya. GPI - Grup de Processament d'Imatge i Vídeo
dc.identifier.doi10.1109/TPAMI.2015.2481406
dc.description.peerreviewedPeer Reviewed
dc.relation.publisherversionhttp://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7274729
dc.rights.accessOpen Access
drac.iddocument18763569
dc.description.versionPostprint (author's final draft)
upcommons.citation.authorPont, J., Marques, F.
upcommons.citation.publishedtrue
upcommons.citation.publicationNameIEEE transactions on pattern analysis and machine intelligence
upcommons.citation.volume38
upcommons.citation.number7
upcommons.citation.startingPage1465
upcommons.citation.endingPage1478


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