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Experimental Procedure for the Metrological Characterization of Time-of-Flight Cameras for Human Body 3D Measurements

Time-of-flight cameras are widely adopted in a variety of indoor applications ranging from industrial object measurement to human activity recognition. However, the available products may differ in terms of the quality of the acquired point cloud, and the datasheet provided by the constructors may n...

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Autores principales: Pasinetti, Simone, Nuzzi, Cristina, Luchetti, Alessandro, Zanetti, Matteo, Lancini, Matteo, De Cecco, Mariolino
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9824796/
https://www.ncbi.nlm.nih.gov/pubmed/36617138
http://dx.doi.org/10.3390/s23010538
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author Pasinetti, Simone
Nuzzi, Cristina
Luchetti, Alessandro
Zanetti, Matteo
Lancini, Matteo
De Cecco, Mariolino
author_facet Pasinetti, Simone
Nuzzi, Cristina
Luchetti, Alessandro
Zanetti, Matteo
Lancini, Matteo
De Cecco, Mariolino
author_sort Pasinetti, Simone
collection PubMed
description Time-of-flight cameras are widely adopted in a variety of indoor applications ranging from industrial object measurement to human activity recognition. However, the available products may differ in terms of the quality of the acquired point cloud, and the datasheet provided by the constructors may not be enough to guide researchers in the choice of the perfect device for their application. Hence, this work details the experimental procedure to assess time-of-flight cameras’ error sources that should be considered when designing an application involving time-of-flight technology, such as the bias correction and the temperature influence on the point cloud stability. This is the first step towards a standardization of the metrological characterization procedure that could ensure the robustness and comparability of the results among tests and different devices. The procedure was conducted on Kinect Azure, Basler Blaze 101, and Basler ToF 640 cameras. Moreover, we compared the devices in the task of 3D reconstruction following a procedure involving the measure of both an object and a human upper-body-shaped mannequin. The experiment highlighted that, despite the results of the previously conducted metrological characterization, some devices showed evident difficulties in reconstructing the target objects. Thus, we proved that performing a rigorous evaluation procedure similar to the one proposed in this paper is always necessary when choosing the right device.
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spelling pubmed-98247962023-01-08 Experimental Procedure for the Metrological Characterization of Time-of-Flight Cameras for Human Body 3D Measurements Pasinetti, Simone Nuzzi, Cristina Luchetti, Alessandro Zanetti, Matteo Lancini, Matteo De Cecco, Mariolino Sensors (Basel) Article Time-of-flight cameras are widely adopted in a variety of indoor applications ranging from industrial object measurement to human activity recognition. However, the available products may differ in terms of the quality of the acquired point cloud, and the datasheet provided by the constructors may not be enough to guide researchers in the choice of the perfect device for their application. Hence, this work details the experimental procedure to assess time-of-flight cameras’ error sources that should be considered when designing an application involving time-of-flight technology, such as the bias correction and the temperature influence on the point cloud stability. This is the first step towards a standardization of the metrological characterization procedure that could ensure the robustness and comparability of the results among tests and different devices. The procedure was conducted on Kinect Azure, Basler Blaze 101, and Basler ToF 640 cameras. Moreover, we compared the devices in the task of 3D reconstruction following a procedure involving the measure of both an object and a human upper-body-shaped mannequin. The experiment highlighted that, despite the results of the previously conducted metrological characterization, some devices showed evident difficulties in reconstructing the target objects. Thus, we proved that performing a rigorous evaluation procedure similar to the one proposed in this paper is always necessary when choosing the right device. MDPI 2023-01-03 /pmc/articles/PMC9824796/ /pubmed/36617138 http://dx.doi.org/10.3390/s23010538 Text en © 2023 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
Pasinetti, Simone
Nuzzi, Cristina
Luchetti, Alessandro
Zanetti, Matteo
Lancini, Matteo
De Cecco, Mariolino
Experimental Procedure for the Metrological Characterization of Time-of-Flight Cameras for Human Body 3D Measurements
title Experimental Procedure for the Metrological Characterization of Time-of-Flight Cameras for Human Body 3D Measurements
title_full Experimental Procedure for the Metrological Characterization of Time-of-Flight Cameras for Human Body 3D Measurements
title_fullStr Experimental Procedure for the Metrological Characterization of Time-of-Flight Cameras for Human Body 3D Measurements
title_full_unstemmed Experimental Procedure for the Metrological Characterization of Time-of-Flight Cameras for Human Body 3D Measurements
title_short Experimental Procedure for the Metrological Characterization of Time-of-Flight Cameras for Human Body 3D Measurements
title_sort experimental procedure for the metrological characterization of time-of-flight cameras for human body 3d measurements
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9824796/
https://www.ncbi.nlm.nih.gov/pubmed/36617138
http://dx.doi.org/10.3390/s23010538
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