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A dataset of images of public streetlights with operational monitoring using computer vision techniques

A dataset of street light images is presented. Our dataset consists of ∼350 k images, taken from 140 UMBRELLA nodes installed in the South Gloucestershire region in the UK. Each UMBRELLA node is installed on the pole of a lamppost and is equipped with a Raspberry Pi Camera Module v1 facing upwards t...

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Autores principales: Mavromatis, Ioannis, Stanoev, Aleksandar, Carnelli, Pietro, Jin, Yichao, Sooriyabandara, Mahesh, Khan, Aftab
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9679546/
https://www.ncbi.nlm.nih.gov/pubmed/36425966
http://dx.doi.org/10.1016/j.dib.2022.108658
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author Mavromatis, Ioannis
Stanoev, Aleksandar
Carnelli, Pietro
Jin, Yichao
Sooriyabandara, Mahesh
Khan, Aftab
author_facet Mavromatis, Ioannis
Stanoev, Aleksandar
Carnelli, Pietro
Jin, Yichao
Sooriyabandara, Mahesh
Khan, Aftab
author_sort Mavromatis, Ioannis
collection PubMed
description A dataset of street light images is presented. Our dataset consists of ∼350 k images, taken from 140 UMBRELLA nodes installed in the South Gloucestershire region in the UK. Each UMBRELLA node is installed on the pole of a lamppost and is equipped with a Raspberry Pi Camera Module v1 facing upwards towards the sky and lamppost light bulb. Each node collects an image at hourly intervals for 24 h every day. The data collection spans for a period of six months. Each image taken is logged as a single entry in the dataset along with the Global Positioning System (GPS) coordinates of the lamppost. All entries in the dataset have been post-processed and labelled based on the operation of the lamppost, i.e., whether the lamppost is switched ON or OFF. The dataset can be used to train deep neural networks and generate pre-trained models providing feature representations for smart city CCTV applications, smart weather detection algorithms, or street infrastructure monitoring. The dataset can be found at 10.5281/zenodo.6046758.
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spelling pubmed-96795462022-11-23 A dataset of images of public streetlights with operational monitoring using computer vision techniques Mavromatis, Ioannis Stanoev, Aleksandar Carnelli, Pietro Jin, Yichao Sooriyabandara, Mahesh Khan, Aftab Data Brief Data Article A dataset of street light images is presented. Our dataset consists of ∼350 k images, taken from 140 UMBRELLA nodes installed in the South Gloucestershire region in the UK. Each UMBRELLA node is installed on the pole of a lamppost and is equipped with a Raspberry Pi Camera Module v1 facing upwards towards the sky and lamppost light bulb. Each node collects an image at hourly intervals for 24 h every day. The data collection spans for a period of six months. Each image taken is logged as a single entry in the dataset along with the Global Positioning System (GPS) coordinates of the lamppost. All entries in the dataset have been post-processed and labelled based on the operation of the lamppost, i.e., whether the lamppost is switched ON or OFF. The dataset can be used to train deep neural networks and generate pre-trained models providing feature representations for smart city CCTV applications, smart weather detection algorithms, or street infrastructure monitoring. The dataset can be found at 10.5281/zenodo.6046758. Elsevier 2022-10-07 /pmc/articles/PMC9679546/ /pubmed/36425966 http://dx.doi.org/10.1016/j.dib.2022.108658 Text en © 2022 The Authors. Published by Elsevier Inc. 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
Mavromatis, Ioannis
Stanoev, Aleksandar
Carnelli, Pietro
Jin, Yichao
Sooriyabandara, Mahesh
Khan, Aftab
A dataset of images of public streetlights with operational monitoring using computer vision techniques
title A dataset of images of public streetlights with operational monitoring using computer vision techniques
title_full A dataset of images of public streetlights with operational monitoring using computer vision techniques
title_fullStr A dataset of images of public streetlights with operational monitoring using computer vision techniques
title_full_unstemmed A dataset of images of public streetlights with operational monitoring using computer vision techniques
title_short A dataset of images of public streetlights with operational monitoring using computer vision techniques
title_sort dataset of images of public streetlights with operational monitoring using computer vision techniques
topic Data Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9679546/
https://www.ncbi.nlm.nih.gov/pubmed/36425966
http://dx.doi.org/10.1016/j.dib.2022.108658
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