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Supervised evaluation of image segmentation and object proposal techniques
dc.contributor.author | Pont Tuset, Jordi |
dc.contributor.author | Marqués Acosta, Fernando |
dc.contributor.other | Universitat Politècnica de Catalunya. Departament de Teoria del Senyal i Comunicacions |
dc.date.accessioned | 2016-10-26T14:24:54Z |
dc.date.available | 2016-10-26T14:24:54Z |
dc.date.issued | 2016-07-01 |
dc.identifier.citation | Pont, 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.issn | 0162-8828 |
dc.identifier.uri | http://hdl.handle.net/2117/91116 |
dc.description.abstract | This 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.extent | 14 p. |
dc.language.iso | eng |
dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/3.0/es/ |
dc.subject | Àrees temàtiques de la UPC::Enginyeria de la telecomunicació::Processament del senyal::Processament de la imatge i del senyal vídeo |
dc.subject | Àrees temàtiques de la UPC::Enginyeria de la telecomunicació::Processament del senyal::Reconeixement de formes |
dc.subject.lcsh | Imatges -- Processament |
dc.subject.lcsh | Pattern recognition systems |
dc.subject.other | Image segmentation |
dc.subject.other | Object proposals |
dc.subject.other | Supervised evaluation |
dc.subject.other | Meta-measures |
dc.subject.other | Algorithms |
dc.title | Supervised evaluation of image segmentation and object proposal techniques |
dc.type | Article |
dc.subject.lemac | Imatges -- Processament |
dc.subject.lemac | Reconeixement de formes (Informàtica) |
dc.contributor.group | Universitat Politècnica de Catalunya. GPI - Grup de Processament d'Imatge i Vídeo |
dc.identifier.doi | 10.1109/TPAMI.2015.2481406 |
dc.description.peerreviewed | Peer Reviewed |
dc.relation.publisherversion | http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7274729 |
dc.rights.access | Open Access |
local.identifier.drac | 18763569 |
dc.description.version | Postprint (author's final draft) |
local.citation.author | Pont, J.; Marques, F. |
local.citation.publicationName | IEEE transactions on pattern analysis and machine intelligence |
local.citation.volume | 38 |
local.citation.number | 7 |
local.citation.startingPage | 1465 |
local.citation.endingPage | 1478 |
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