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A Method to Compensate for the Errors Caused by Temperature in Structured-Light 3D Cameras
Although low cost red-green-blue-depth (RGB-D) cameras are factory calibrated, to meet the accuracy requirements needed in many industrial applications proper calibration strategies have to be applied. Generally, these strategies do not consider the effect of temperature on the camera measurements....
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7999897/ https://www.ncbi.nlm.nih.gov/pubmed/33809467 http://dx.doi.org/10.3390/s21062073 |
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author | Vila, Oriol Boada, Imma Raba, David Farres, Esteve |
author_facet | Vila, Oriol Boada, Imma Raba, David Farres, Esteve |
author_sort | Vila, Oriol |
collection | PubMed |
description | Although low cost red-green-blue-depth (RGB-D) cameras are factory calibrated, to meet the accuracy requirements needed in many industrial applications proper calibration strategies have to be applied. Generally, these strategies do not consider the effect of temperature on the camera measurements. The aim of this paper is to evaluate this effect considering an Orbbec Astra camera. To analyze this camera performance, an experimental study in a thermal chamber has been carried out. From this experiment, it has been seen that produced errors can be modeled as an hyperbolic paraboloid function. To compensate for this error, a two-step method that first computes the error and then corrects it has been proposed. To compute the error two possible strategies are proposed, one based on the infrared distortion map and the other on the depth map. The proposed method has been tested in an experimental scenario with different Orbbec Astra cameras and also in a real environment. In both cases, its good performance has been demonstrated. In addition, the method has been compared with the Kinect v1 achieving similar results. Therefore, the proposed method corrects the error due to temperature, is simple, requires a low computational cost and might be applicable to other similar cameras. |
format | Online Article Text |
id | pubmed-7999897 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-79998972021-03-28 A Method to Compensate for the Errors Caused by Temperature in Structured-Light 3D Cameras Vila, Oriol Boada, Imma Raba, David Farres, Esteve Sensors (Basel) Article Although low cost red-green-blue-depth (RGB-D) cameras are factory calibrated, to meet the accuracy requirements needed in many industrial applications proper calibration strategies have to be applied. Generally, these strategies do not consider the effect of temperature on the camera measurements. The aim of this paper is to evaluate this effect considering an Orbbec Astra camera. To analyze this camera performance, an experimental study in a thermal chamber has been carried out. From this experiment, it has been seen that produced errors can be modeled as an hyperbolic paraboloid function. To compensate for this error, a two-step method that first computes the error and then corrects it has been proposed. To compute the error two possible strategies are proposed, one based on the infrared distortion map and the other on the depth map. The proposed method has been tested in an experimental scenario with different Orbbec Astra cameras and also in a real environment. In both cases, its good performance has been demonstrated. In addition, the method has been compared with the Kinect v1 achieving similar results. Therefore, the proposed method corrects the error due to temperature, is simple, requires a low computational cost and might be applicable to other similar cameras. MDPI 2021-03-16 /pmc/articles/PMC7999897/ /pubmed/33809467 http://dx.doi.org/10.3390/s21062073 Text en © 2021 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Vila, Oriol Boada, Imma Raba, David Farres, Esteve A Method to Compensate for the Errors Caused by Temperature in Structured-Light 3D Cameras |
title | A Method to Compensate for the Errors Caused by Temperature in Structured-Light 3D Cameras |
title_full | A Method to Compensate for the Errors Caused by Temperature in Structured-Light 3D Cameras |
title_fullStr | A Method to Compensate for the Errors Caused by Temperature in Structured-Light 3D Cameras |
title_full_unstemmed | A Method to Compensate for the Errors Caused by Temperature in Structured-Light 3D Cameras |
title_short | A Method to Compensate for the Errors Caused by Temperature in Structured-Light 3D Cameras |
title_sort | method to compensate for the errors caused by temperature in structured-light 3d cameras |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7999897/ https://www.ncbi.nlm.nih.gov/pubmed/33809467 http://dx.doi.org/10.3390/s21062073 |
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