Focus Estimation Methods for Use in Industrial SFF Imaging Systems

A Shape-From-Focus (SFF) is a three-dimensional imaging method based on focus information. It is not yet widely used for in-line industrial inspection or measurement tasks. The main reasons are the time it takes to capture a 3D image of the inspected product and the presence of interference affectin...

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Main Authors: Andrzej Sioma, Bartosz Lenty
Format: Article
Language:English
Published: MDPI AG 2024-02-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/14/4/1374
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author Andrzej Sioma
Bartosz Lenty
author_facet Andrzej Sioma
Bartosz Lenty
author_sort Andrzej Sioma
collection DOAJ
description A Shape-From-Focus (SFF) is a three-dimensional imaging method based on focus information. It is not yet widely used for in-line industrial inspection or measurement tasks. The main reasons are the time it takes to capture a 3D image of the inspected product and the presence of interference affecting image quality. This paper compares operators for estimating focus in source images in the scope of their use in constructing an industrial 3D scanner. Interferences were introduced by using additional illuminators and changing the acquisition parameters. The use of industrial-grade cameras, industrial-grade illuminators, and electrically controlled optics are discussed. A novel approach in the research is using an electrically tunable lens to move the position of the image plane during 3D image acquisition. The research was conducted on various surfaces found on typical industrial products. The research showed which focus estimation operators can be applied to SFF imaging within the range of interference considered. It was also confirmed that using the centre of gravity method for scene reconstruction allows for an increase in resolution compared to the maximum method.
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spelling doaj.art-e622de19c5004f27a56e64194f3b07132024-02-23T15:05:47ZengMDPI AGApplied Sciences2076-34172024-02-01144137410.3390/app14041374Focus Estimation Methods for Use in Industrial SFF Imaging SystemsAndrzej Sioma0Bartosz Lenty1Faculty of Mechanical Engineering and Robotics, AGH University of Krakow, al. Mickiewicza 30, 30-059 Kraków, PolandFaculty of Mechanical Engineering and Robotics, AGH University of Krakow, al. Mickiewicza 30, 30-059 Kraków, PolandA Shape-From-Focus (SFF) is a three-dimensional imaging method based on focus information. It is not yet widely used for in-line industrial inspection or measurement tasks. The main reasons are the time it takes to capture a 3D image of the inspected product and the presence of interference affecting image quality. This paper compares operators for estimating focus in source images in the scope of their use in constructing an industrial 3D scanner. Interferences were introduced by using additional illuminators and changing the acquisition parameters. The use of industrial-grade cameras, industrial-grade illuminators, and electrically controlled optics are discussed. A novel approach in the research is using an electrically tunable lens to move the position of the image plane during 3D image acquisition. The research was conducted on various surfaces found on typical industrial products. The research showed which focus estimation operators can be applied to SFF imaging within the range of interference considered. It was also confirmed that using the centre of gravity method for scene reconstruction allows for an increase in resolution compared to the maximum method.https://www.mdpi.com/2076-3417/14/4/1374Shape-From-Focusimagingfocus estimationdepth informationfocus tunable lensesimage processing
spellingShingle Andrzej Sioma
Bartosz Lenty
Focus Estimation Methods for Use in Industrial SFF Imaging Systems
Applied Sciences
Shape-From-Focus
imaging
focus estimation
depth information
focus tunable lenses
image processing
title Focus Estimation Methods for Use in Industrial SFF Imaging Systems
title_full Focus Estimation Methods for Use in Industrial SFF Imaging Systems
title_fullStr Focus Estimation Methods for Use in Industrial SFF Imaging Systems
title_full_unstemmed Focus Estimation Methods for Use in Industrial SFF Imaging Systems
title_short Focus Estimation Methods for Use in Industrial SFF Imaging Systems
title_sort focus estimation methods for use in industrial sff imaging systems
topic Shape-From-Focus
imaging
focus estimation
depth information
focus tunable lenses
image processing
url https://www.mdpi.com/2076-3417/14/4/1374
work_keys_str_mv AT andrzejsioma focusestimationmethodsforuseinindustrialsffimagingsystems
AT bartoszlenty focusestimationmethodsforuseinindustrialsffimagingsystems