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6D-ViCuT: Six degree-of-freedom visual cuboid tracking dataset for manual packing of cargo in warehouses

Visual tracking of objects is a fundamental technology for industry 4.0, allowing the integration of digital content and real-world objects. The industrial operation known as manual cargo packing can benefit from the visual tracking of objects. No dataset exists to evaluate the visual tracking algor...

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Autores principales: Camacho-Muñoz, Guillermo A., Franco, Juan Camilo Martínez, Nope-Rodríguez, Sandra Esperanza, Loaiza-Correa, Humberto, Gil-Parga, Sebastián, Álvarez-Martínez, David
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10371785/
https://www.ncbi.nlm.nih.gov/pubmed/37520643
http://dx.doi.org/10.1016/j.dib.2023.109385
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author Camacho-Muñoz, Guillermo A.
Franco, Juan Camilo Martínez
Nope-Rodríguez, Sandra Esperanza
Loaiza-Correa, Humberto
Gil-Parga, Sebastián
Álvarez-Martínez, David
author_facet Camacho-Muñoz, Guillermo A.
Franco, Juan Camilo Martínez
Nope-Rodríguez, Sandra Esperanza
Loaiza-Correa, Humberto
Gil-Parga, Sebastián
Álvarez-Martínez, David
author_sort Camacho-Muñoz, Guillermo A.
collection PubMed
description Visual tracking of objects is a fundamental technology for industry 4.0, allowing the integration of digital content and real-world objects. The industrial operation known as manual cargo packing can benefit from the visual tracking of objects. No dataset exists to evaluate the visual tracking algorithms on manual packing scenarios. To close this gap, this article presents 6D-ViCuT, a dataset of images, and 6D pose ground truth of cuboids in a manual packing operation in intralogistics. The initial release of the dataset comprehends 28 sessions acquired in a space that rebuilds a manual packing zone: indoors, area of (6 × 4 × 2) m(3), and warehouse illumination. The data acquisition experiment involves capturing images from fixed and mobile RGBD devices and a motion capture system while an operator performs a manual packing operation. Each session contains between 6 and 18 boxes from an available set of 10 types, with each type varying in height, width, depth, and texture. Each session had a duration in the range of 1 to 5 minutes. Each session exhibits operator speed and box type differences (box texture, size heterogeneity, occlusion).
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spelling pubmed-103717852023-07-28 6D-ViCuT: Six degree-of-freedom visual cuboid tracking dataset for manual packing of cargo in warehouses Camacho-Muñoz, Guillermo A. Franco, Juan Camilo Martínez Nope-Rodríguez, Sandra Esperanza Loaiza-Correa, Humberto Gil-Parga, Sebastián Álvarez-Martínez, David Data Brief Data Article Visual tracking of objects is a fundamental technology for industry 4.0, allowing the integration of digital content and real-world objects. The industrial operation known as manual cargo packing can benefit from the visual tracking of objects. No dataset exists to evaluate the visual tracking algorithms on manual packing scenarios. To close this gap, this article presents 6D-ViCuT, a dataset of images, and 6D pose ground truth of cuboids in a manual packing operation in intralogistics. The initial release of the dataset comprehends 28 sessions acquired in a space that rebuilds a manual packing zone: indoors, area of (6 × 4 × 2) m(3), and warehouse illumination. The data acquisition experiment involves capturing images from fixed and mobile RGBD devices and a motion capture system while an operator performs a manual packing operation. Each session contains between 6 and 18 boxes from an available set of 10 types, with each type varying in height, width, depth, and texture. Each session had a duration in the range of 1 to 5 minutes. Each session exhibits operator speed and box type differences (box texture, size heterogeneity, occlusion). Elsevier 2023-07-13 /pmc/articles/PMC10371785/ /pubmed/37520643 http://dx.doi.org/10.1016/j.dib.2023.109385 Text en © 2023 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Data Article
Camacho-Muñoz, Guillermo A.
Franco, Juan Camilo Martínez
Nope-Rodríguez, Sandra Esperanza
Loaiza-Correa, Humberto
Gil-Parga, Sebastián
Álvarez-Martínez, David
6D-ViCuT: Six degree-of-freedom visual cuboid tracking dataset for manual packing of cargo in warehouses
title 6D-ViCuT: Six degree-of-freedom visual cuboid tracking dataset for manual packing of cargo in warehouses
title_full 6D-ViCuT: Six degree-of-freedom visual cuboid tracking dataset for manual packing of cargo in warehouses
title_fullStr 6D-ViCuT: Six degree-of-freedom visual cuboid tracking dataset for manual packing of cargo in warehouses
title_full_unstemmed 6D-ViCuT: Six degree-of-freedom visual cuboid tracking dataset for manual packing of cargo in warehouses
title_short 6D-ViCuT: Six degree-of-freedom visual cuboid tracking dataset for manual packing of cargo in warehouses
title_sort 6d-vicut: six degree-of-freedom visual cuboid tracking dataset for manual packing of cargo in warehouses
topic Data Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10371785/
https://www.ncbi.nlm.nih.gov/pubmed/37520643
http://dx.doi.org/10.1016/j.dib.2023.109385
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