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Experiences on object tracking using a many-core embedded system

dc.contributor.authorMinozzo, Laercio
dc.contributor.authorRufino, José
dc.contributor.authorLima, José
dc.date.accessioned2018-03-12T12:24:10Z
dc.date.available2018-03-12T12:24:10Z
dc.date.issued2017
dc.description.abstractObject localization and tracking is core to many practical applications, like human-computer interaction, security and surveillance, robot competitions and Industry 4.0. Such task may be computationally demanding, especially for traditional embedded systems, that usually have tight processing and storage constraints. This calls for the investigation of alternatives, including emergent heterogeneous embedded systems, like the Parallella line of single-board-computers (SBCs). The work presented in this paper explores the use of a Parallella board with a 16-core Epiphany co-processor, to perform real-time tracking of objects in frames captured by a Kinect sensor, based on color segmentation. We addressed several processing strategies, trying to assess which one performed better. We also ran the same code (where applicable) in several models of the Raspberry Pi platform, for comparison. We conclude that effectively exploring the Epiphany co-processor is not trivial, requiring considerable programming effort and suitable applications (CPU-demanding and highly parallelizable), to the extent that simpler development approaches, on more recent SBCs may be more effective.pt_PT
dc.description.versioninfo:eu-repo/semantics/publishedVersionpt_PT
dc.identifier.citationMinozzo, Laercio; Rufino, José; Lima, José (2017). Experiences on object tracking using a many-core embedded system. In 14th International Conference on Applied Computing (AC). Vilamoura, Portugal. p. 195-204. ISBN 978-989-8533-69-2pt_PT
dc.identifier.isbn978-989-8533-69-2
dc.identifier.urihttp://hdl.handle.net/10198/16259
dc.language.isoengpt_PT
dc.peerreviewedyespt_PT
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/pt_PT
dc.subjectVisual trackingpt_PT
dc.subjectComputer visionpt_PT
dc.subjectEmbedded systemspt_PT
dc.subjectHeterogeneous systemspt_PT
dc.subjectParallel / hybrid programmingpt_PT
dc.titleExperiences on object tracking using a many-core embedded systempt_PT
dc.typeconference paper
dspace.entity.typePublication
oaire.citation.conferencePlaceVilamoura, Portugalpt_PT
oaire.citation.endPage204pt_PT
oaire.citation.startPage195pt_PT
oaire.citation.title14th International Conference on Applied Computing (AC)pt_PT
person.familyNameRufino
person.familyNameLima
person.givenNameJosé
person.givenNameJosé
person.identifierR-000-8GD
person.identifier.ciencia-idC414-F47F-6323
person.identifier.ciencia-id6016-C902-86A9
person.identifier.orcid0000-0002-1344-8264
person.identifier.orcid0000-0001-7902-1207
person.identifier.ridL-3370-2014
person.identifier.scopus-author-id55947199100
person.identifier.scopus-author-id55851941311
rcaap.rightsrestrictedAccesspt_PT
rcaap.typeconferenceObjectpt_PT
relation.isAuthorOfPublication1e24d2ce-a354-442a-bef8-eebadd94b385
relation.isAuthorOfPublicationd88c2b2a-efc2-48ef-b1fd-1145475e0055
relation.isAuthorOfPublication.latestForDiscovery1e24d2ce-a354-442a-bef8-eebadd94b385

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