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

Azure Kinect Basler Blaze 101 human-body reconstruction machine vision metrological characterization time-of-flight

Journal

Sensors (Basel, Switzerland)
ISSN: 1424-8220
Titre abrégé: Sensors (Basel)
Pays: Switzerland
ID NLM: 101204366

Informations de publication

Date de publication:
03 Jan 2023
Historique:
received: 07 10 2022
revised: 20 12 2022
accepted: 28 12 2022
entrez: 8 1 2023
pubmed: 9 1 2023
medline: 11 1 2023
Statut: epublish

Résumé

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.

Identifiants

pubmed: 36617138
pii: s23010538
doi: 10.3390/s23010538
pmc: PMC9824796
pii:
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Références

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pubmed: 35408082

Auteurs

Simone Pasinetti (S)

Department of Industrial and Mechanical Engineering, University of Brescia, Via Branze 38, 25125 Brescia, Italy.

Cristina Nuzzi (C)

Department of Industrial and Mechanical Engineering, University of Brescia, Via Branze 38, 25125 Brescia, Italy.

Alessandro Luchetti (A)

Department of Industrial Engineering, University of Trento, Via Sommarive, 9, 38123 Trento, Italy.

Matteo Zanetti (M)

Department of Industrial Engineering, University of Trento, Via Sommarive, 9, 38123 Trento, Italy.

Matteo Lancini (M)

Department of Medicine and Surgery, Radiology and Public Health, University of Brescia, Viale Europa 11, 25123 Brescia, Italy.

Mariolino De Cecco (M)

Department of Industrial Engineering, University of Trento, Via Sommarive, 9, 38123 Trento, Italy.

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Classifications MeSH