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The collection of images of an insulator taken outdoors in varying lighting conditions with additional laser spots
Electrical insulators are elements of power lines that require periodical diagnostics. Due to their location on the components of high-voltage power lines, their imaging can be cumbersome and time-consuming, especially under varying lighting conditions. Insulator diagnostics with the use of visual m...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5996289/ https://www.ncbi.nlm.nih.gov/pubmed/29900234 http://dx.doi.org/10.1016/j.dib.2018.03.063 |
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author | Tomaszewski, Michał Ruszczak, Bogdan Michalski, Paweł |
author_facet | Tomaszewski, Michał Ruszczak, Bogdan Michalski, Paweł |
author_sort | Tomaszewski, Michał |
collection | PubMed |
description | Electrical insulators are elements of power lines that require periodical diagnostics. Due to their location on the components of high-voltage power lines, their imaging can be cumbersome and time-consuming, especially under varying lighting conditions. Insulator diagnostics with the use of visual methods may require localizing insulators in the scene. Studies focused on insulator localization in the scene apply a number of methods, including: texture analysis, MRF (Markov Random Field), Gabor filters or GLCM (Gray Level Co-Occurrence Matrix) [1], [2]. Some methods, e.g. those which localize insulators based on colour analysis [3], rely on object and scene illumination, which is why the images from the dataset are taken under varying lighting conditions. The dataset may also be used to compare the effectiveness of different methods of localizing insulators in images. This article presents high-resolution images depicting a long rod electrical insulator under varying lighting conditions and against different backgrounds: crops, forest and grass. The dataset contains images with visible laser spots (generated by a device emitting light at the wavelength of 532 nm) and images without such spots, as well as complementary data concerning the illumination level and insulator position in the scene, the number of registered laser spots, and their coordinates in the image. The laser spots may be used to support object-localizing algorithms, while the images without spots may serve as a source of information for those algorithms which do not need spots to localize an insulator. |
format | Online Article Text |
id | pubmed-5996289 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-59962892018-06-13 The collection of images of an insulator taken outdoors in varying lighting conditions with additional laser spots Tomaszewski, Michał Ruszczak, Bogdan Michalski, Paweł Data Brief Computer Science Electrical insulators are elements of power lines that require periodical diagnostics. Due to their location on the components of high-voltage power lines, their imaging can be cumbersome and time-consuming, especially under varying lighting conditions. Insulator diagnostics with the use of visual methods may require localizing insulators in the scene. Studies focused on insulator localization in the scene apply a number of methods, including: texture analysis, MRF (Markov Random Field), Gabor filters or GLCM (Gray Level Co-Occurrence Matrix) [1], [2]. Some methods, e.g. those which localize insulators based on colour analysis [3], rely on object and scene illumination, which is why the images from the dataset are taken under varying lighting conditions. The dataset may also be used to compare the effectiveness of different methods of localizing insulators in images. This article presents high-resolution images depicting a long rod electrical insulator under varying lighting conditions and against different backgrounds: crops, forest and grass. The dataset contains images with visible laser spots (generated by a device emitting light at the wavelength of 532 nm) and images without such spots, as well as complementary data concerning the illumination level and insulator position in the scene, the number of registered laser spots, and their coordinates in the image. The laser spots may be used to support object-localizing algorithms, while the images without spots may serve as a source of information for those algorithms which do not need spots to localize an insulator. Elsevier 2018-03-21 /pmc/articles/PMC5996289/ /pubmed/29900234 http://dx.doi.org/10.1016/j.dib.2018.03.063 Text en © 2018 The Authors http://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 | Computer Science Tomaszewski, Michał Ruszczak, Bogdan Michalski, Paweł The collection of images of an insulator taken outdoors in varying lighting conditions with additional laser spots |
title | The collection of images of an insulator taken outdoors in varying lighting conditions with additional laser spots |
title_full | The collection of images of an insulator taken outdoors in varying lighting conditions with additional laser spots |
title_fullStr | The collection of images of an insulator taken outdoors in varying lighting conditions with additional laser spots |
title_full_unstemmed | The collection of images of an insulator taken outdoors in varying lighting conditions with additional laser spots |
title_short | The collection of images of an insulator taken outdoors in varying lighting conditions with additional laser spots |
title_sort | collection of images of an insulator taken outdoors in varying lighting conditions with additional laser spots |
topic | Computer Science |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5996289/ https://www.ncbi.nlm.nih.gov/pubmed/29900234 http://dx.doi.org/10.1016/j.dib.2018.03.063 |
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