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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2023
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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). |
format | Online Article Text |
id | pubmed-10371785 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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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