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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...

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Autores principales: Tomaszewski, Michał, Ruszczak, Bogdan, Michalski, Paweł
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2018
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.
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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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