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Single-Pixel Near-Infrared 3D Image Reconstruction in Outdoor Conditions

In the last decade, the vision systems have improved their capabilities to capture 3D images in bad weather scenarios. Currently, there exist several techniques for image acquisition in foggy or rainy scenarios that use infrared (IR) sensors. Due to the reduced light scattering at the IR spectra it...

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Detalles Bibliográficos
Autores principales: Osorio Quero, C., Durini, D., Rangel-Magdaleno, J., Martinez-Carranza, J., Ramos-Garcia, R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9145037/
https://www.ncbi.nlm.nih.gov/pubmed/35630262
http://dx.doi.org/10.3390/mi13050795
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author Osorio Quero, C.
Durini, D.
Rangel-Magdaleno, J.
Martinez-Carranza, J.
Ramos-Garcia, R.
author_facet Osorio Quero, C.
Durini, D.
Rangel-Magdaleno, J.
Martinez-Carranza, J.
Ramos-Garcia, R.
author_sort Osorio Quero, C.
collection PubMed
description In the last decade, the vision systems have improved their capabilities to capture 3D images in bad weather scenarios. Currently, there exist several techniques for image acquisition in foggy or rainy scenarios that use infrared (IR) sensors. Due to the reduced light scattering at the IR spectra it is possible to discriminate the objects in a scene compared with the images obtained in the visible spectrum. Therefore, in this work, we proposed 3D image generation in foggy conditions using the single-pixel imaging (SPI) active illumination approach in combination with the Time-of-Flight technique (ToF) at 1550 nm wavelength. For the generation of 3D images, we make use of space-filling projection with compressed sensing (CS-SRCNN) and depth information based on ToF. To evaluate the performance, the vision system included a designed test chamber to simulate different fog and background illumination environments and calculate the parameters related to image quality.
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spelling pubmed-91450372022-05-29 Single-Pixel Near-Infrared 3D Image Reconstruction in Outdoor Conditions Osorio Quero, C. Durini, D. Rangel-Magdaleno, J. Martinez-Carranza, J. Ramos-Garcia, R. Micromachines (Basel) Article In the last decade, the vision systems have improved their capabilities to capture 3D images in bad weather scenarios. Currently, there exist several techniques for image acquisition in foggy or rainy scenarios that use infrared (IR) sensors. Due to the reduced light scattering at the IR spectra it is possible to discriminate the objects in a scene compared with the images obtained in the visible spectrum. Therefore, in this work, we proposed 3D image generation in foggy conditions using the single-pixel imaging (SPI) active illumination approach in combination with the Time-of-Flight technique (ToF) at 1550 nm wavelength. For the generation of 3D images, we make use of space-filling projection with compressed sensing (CS-SRCNN) and depth information based on ToF. To evaluate the performance, the vision system included a designed test chamber to simulate different fog and background illumination environments and calculate the parameters related to image quality. MDPI 2022-05-20 /pmc/articles/PMC9145037/ /pubmed/35630262 http://dx.doi.org/10.3390/mi13050795 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Osorio Quero, C.
Durini, D.
Rangel-Magdaleno, J.
Martinez-Carranza, J.
Ramos-Garcia, R.
Single-Pixel Near-Infrared 3D Image Reconstruction in Outdoor Conditions
title Single-Pixel Near-Infrared 3D Image Reconstruction in Outdoor Conditions
title_full Single-Pixel Near-Infrared 3D Image Reconstruction in Outdoor Conditions
title_fullStr Single-Pixel Near-Infrared 3D Image Reconstruction in Outdoor Conditions
title_full_unstemmed Single-Pixel Near-Infrared 3D Image Reconstruction in Outdoor Conditions
title_short Single-Pixel Near-Infrared 3D Image Reconstruction in Outdoor Conditions
title_sort single-pixel near-infrared 3d image reconstruction in outdoor conditions
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9145037/
https://www.ncbi.nlm.nih.gov/pubmed/35630262
http://dx.doi.org/10.3390/mi13050795
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