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Where are my clothes? A multi-level approach for evaluating deep instance segmentation architectures on fashion images

hal.structure.identifierLectra
hal.structure.identifierLaboratoire Bordelais de Recherche en Informatique [LaBRI]
hal.structure.identifierUniversité de Bordeaux [UB]
dc.contributor.authorJOUANNEAU, Warren
hal.structure.identifierLaboratoire Bordelais de Recherche en Informatique [LaBRI]
dc.contributor.authorBUGEAU, Aurélie
hal.structure.identifierLectra
dc.contributor.authorPALYART, Marc
hal.structure.identifierInstitut de Mathématiques de Bordeaux [IMB]
dc.contributor.authorPAPADAKIS, Nicolas
hal.structure.identifierLectra
dc.contributor.authorVÉZARD, Laurent
dc.date.accessioned2024-04-04T02:46:14Z
dc.date.available2024-04-04T02:46:14Z
dc.date.issued2021-06-19
dc.date.conference2021-06-19
dc.identifier.urihttps://oskar-bordeaux.fr/handle/20.500.12278/191530
dc.description.abstractEnIn this paper we present an extensive evaluation of instance segmentation in the context of images containing clothes. We propose a multi level evaluation that completes the classical overlapping criteria given by IoU. In particular, we quantify both the contour and color content accuracy of the the predicted segmentation masks. We demonstrate that the proposed evaluation framework is relevant to obtain meaningful insights on models performance through experiments conducted on five state of the art instance segmentation methods.
dc.language.isoen
dc.source.titleProceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops
dc.title.enWhere are my clothes? A multi-level approach for evaluating deep instance segmentation architectures on fashion images
dc.typeCommunication dans un congrès
dc.subject.halInformatique [cs]/Vision par ordinateur et reconnaissance de formes [cs.CV]
bordeaux.page3951-3955
bordeaux.hal.laboratoriesInstitut de Mathématiques de Bordeaux (IMB) - UMR 5251*
bordeaux.institutionUniversité de Bordeaux
bordeaux.institutionBordeaux INP
bordeaux.institutionCNRS
bordeaux.conference.titleCVPR Workshop on Computer Vision for Fashion, Art, and Design (CVFAD'21)
bordeaux.countryUS
bordeaux.title.proceedingProceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops
bordeaux.conference.cityVirtual event
bordeaux.peerReviewedoui
hal.identifierhal-03272473
hal.version1
hal.invitednon
hal.proceedingsoui
hal.popularnon
hal.audienceInternationale
hal.origin.linkhttps://hal.archives-ouvertes.fr//hal-03272473v1
bordeaux.COinSctx_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.btitle=Proceedings%20of%20the%20IEEE/CVF%20Conference%20on%20Computer%20Vision%20and%20Pattern%20Recognition%20(CVPR)%20Workshops&rft.date=2021-06-19&rft.spage=3951-3955&rft.epage=3951-3955&rft.au=JOUANNEAU,%20Warren&BUGEAU,%20Aur%C3%A9lie&PALYART,%20Marc&PAPADAKIS,%20Nicolas&V%C3%89ZARD,%20Laurent&rft.genre=unknown


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