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An Inverse Perspective Mapping-Based Approach for Generating Panoramic Images of Pipe Inner Surfaces

We propose an algorithm for generating a panoramic image of a pipe’s inner surface based on inverse perspective mapping (IPM). The objective of this study is to generate a panoramic image of the entire inner surface of a pipe for efficient crack detection, without relying on high-performance capturi...

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Detalles Bibliográficos
Autores principales: Yoo, Sung Sic, Lee, Heung-Shik
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10302488/
https://www.ncbi.nlm.nih.gov/pubmed/37420530
http://dx.doi.org/10.3390/s23125363
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author Yoo, Sung Sic
Lee, Heung-Shik
author_facet Yoo, Sung Sic
Lee, Heung-Shik
author_sort Yoo, Sung Sic
collection PubMed
description We propose an algorithm for generating a panoramic image of a pipe’s inner surface based on inverse perspective mapping (IPM). The objective of this study is to generate a panoramic image of the entire inner surface of a pipe for efficient crack detection, without relying on high-performance capturing equipment. Frontal images taken while passing through the pipe were converted to images of the inner surface of the pipe using IPM. We derived a generalized IPM formula that considers the slope of the image plane to correct the image distortion caused by the tilt of the plane; this IPM formula was derived based on the vanishing point of the perspective image, which was detected using optical flow techniques. Finally, the multiple transformed images with overlapping areas were combined via image stitching to create a panoramic image of the inner pipe surface. To validate our proposed algorithm, we restored images of pipe inner surfaces using a 3D pipe model and used these images for crack detection. The resulting panoramic image of the internal pipe surface accurately demonstrated the positions and shapes of cracks, highlighting its potential utility for crack detection using visual inspection or image-processing techniques.
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spelling pubmed-103024882023-06-29 An Inverse Perspective Mapping-Based Approach for Generating Panoramic Images of Pipe Inner Surfaces Yoo, Sung Sic Lee, Heung-Shik Sensors (Basel) Communication We propose an algorithm for generating a panoramic image of a pipe’s inner surface based on inverse perspective mapping (IPM). The objective of this study is to generate a panoramic image of the entire inner surface of a pipe for efficient crack detection, without relying on high-performance capturing equipment. Frontal images taken while passing through the pipe were converted to images of the inner surface of the pipe using IPM. We derived a generalized IPM formula that considers the slope of the image plane to correct the image distortion caused by the tilt of the plane; this IPM formula was derived based on the vanishing point of the perspective image, which was detected using optical flow techniques. Finally, the multiple transformed images with overlapping areas were combined via image stitching to create a panoramic image of the inner pipe surface. To validate our proposed algorithm, we restored images of pipe inner surfaces using a 3D pipe model and used these images for crack detection. The resulting panoramic image of the internal pipe surface accurately demonstrated the positions and shapes of cracks, highlighting its potential utility for crack detection using visual inspection or image-processing techniques. MDPI 2023-06-06 /pmc/articles/PMC10302488/ /pubmed/37420530 http://dx.doi.org/10.3390/s23125363 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 Communication
Yoo, Sung Sic
Lee, Heung-Shik
An Inverse Perspective Mapping-Based Approach for Generating Panoramic Images of Pipe Inner Surfaces
title An Inverse Perspective Mapping-Based Approach for Generating Panoramic Images of Pipe Inner Surfaces
title_full An Inverse Perspective Mapping-Based Approach for Generating Panoramic Images of Pipe Inner Surfaces
title_fullStr An Inverse Perspective Mapping-Based Approach for Generating Panoramic Images of Pipe Inner Surfaces
title_full_unstemmed An Inverse Perspective Mapping-Based Approach for Generating Panoramic Images of Pipe Inner Surfaces
title_short An Inverse Perspective Mapping-Based Approach for Generating Panoramic Images of Pipe Inner Surfaces
title_sort inverse perspective mapping-based approach for generating panoramic images of pipe inner surfaces
topic Communication
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10302488/
https://www.ncbi.nlm.nih.gov/pubmed/37420530
http://dx.doi.org/10.3390/s23125363
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