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Joint object boundary and skeleton detection using convolutional neural networks
dc.contributor | Tsogkas, Stavros |
dc.contributor | Dickinson, Sven |
dc.contributor | Belanche Muñoz, Luis Antonio |
dc.contributor.author | Balsells Rodas, Carles |
dc.contributor.other | Universitat Politècnica de Catalunya. Departament de Ciències de la Computació |
dc.coverage.spatial | east=-79.39565640000001; north=43.6628917; name=University College (Main Building), 15 King's College Cir, Toronto, ON M5S 3H7, Canadà |
dc.date.accessioned | 2020-01-15T12:46:29Z |
dc.date.available | 2020-01-15T12:46:29Z |
dc.date.issued | 2019-07-16 |
dc.identifier.uri | http://hdl.handle.net/2117/174898 |
dc.description.abstract | While the duality between boundary and medial representations has been exploited in the context of pre-segmented shapes, it has not been studied in the context of natural scenes. The goal of this project is to use a shared feature representation to address edge and skeleton detection simultaneously, improving performance for both tasks. To compare the relative benefits of a joint approach, we plan to use a single convolutional neural network (CNN) for both tasks, combined with a novel loss function that enforces consistency between detected boundary and medial points. |
dc.language.iso | eng |
dc.publisher | Universitat Politècnica de Catalunya |
dc.rights | Attribution-NonCommercial-NoDerivs 3.0 Spain |
dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/3.0/es/ |
dc.subject | Àrees temàtiques de la UPC::Informàtica |
dc.subject.lcsh | Computer science |
dc.subject.other | computer vision |
dc.subject.other | convolutional neural network |
dc.subject.other | edge |
dc.subject.other | boundary |
dc.subject.other | skeleton |
dc.subject.other | medial axis |
dc.subject.other | side outputs |
dc.subject.other | fully convolutional network |
dc.title | Joint object boundary and skeleton detection using convolutional neural networks |
dc.type | Bachelor thesis |
dc.subject.lemac | Informàtica |
dc.identifier.slug | PRISMA-144104 |
dc.rights.access | Open Access |
dc.date.updated | 2019-07-18T13:22:20Z |
dc.audience.educationlevel | Grau |
dc.audience.mediator | Universitat Politècnica de Catalunya. Centre de Formació Interdisciplinària Superior |
dc.audience.mediator | Escola Tècnica Superior d'Enginyeria de Telecomunicació de Barcelona |
dc.audience.mediator | Facultat d'Informàtica de Barcelona |
dc.audience.degree | GRAU EN ENGINYERIA FÍSICA/GRAU EN ENGINYERIA INFORMÀTICA |
dc.contributor.covenantee | University of Toronto |
dc.description.mobility | Outgoing |
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Grau en Enginyeria Física + Grau en Enginyeria Informàtica [2]
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