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SIMPA: an open-source toolkit for simulation and image processing for photonics and acoustics

SIGNIFICANCE: Optical and acoustic imaging techniques enable noninvasive visualisation of structural and functional properties of tissue. The quantification of measurements, however, remains challenging due to the inverse problems that must be solved. Emerging data-driven approaches are promising, b...

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Autores principales: Gröhl, Janek, Dreher, Kris K., Schellenberg, Melanie, Rix, Tom, Holzwarth, Niklas, Vieten, Patricia, Ayala, Leonardo, Bohndiek, Sarah E., Seitel, Alexander, Maier-Hein, Lena
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Society of Photo-Optical Instrumentation Engineers 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8978263/
https://www.ncbi.nlm.nih.gov/pubmed/35380031
http://dx.doi.org/10.1117/1.JBO.27.8.083010
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author Gröhl, Janek
Dreher, Kris K.
Schellenberg, Melanie
Rix, Tom
Holzwarth, Niklas
Vieten, Patricia
Ayala, Leonardo
Bohndiek, Sarah E.
Seitel, Alexander
Maier-Hein, Lena
author_facet Gröhl, Janek
Dreher, Kris K.
Schellenberg, Melanie
Rix, Tom
Holzwarth, Niklas
Vieten, Patricia
Ayala, Leonardo
Bohndiek, Sarah E.
Seitel, Alexander
Maier-Hein, Lena
author_sort Gröhl, Janek
collection PubMed
description SIGNIFICANCE: Optical and acoustic imaging techniques enable noninvasive visualisation of structural and functional properties of tissue. The quantification of measurements, however, remains challenging due to the inverse problems that must be solved. Emerging data-driven approaches are promising, but they rely heavily on the presence of high-quality simulations across a range of wavelengths due to the lack of ground truth knowledge of tissue acoustical and optical properties in realistic settings. AIM: To facilitate this process, we present the open-source simulation and image processing for photonics and acoustics (SIMPA) Python toolkit. SIMPA is being developed according to modern software design standards. APPROACH: SIMPA enables the use of computational forward models, data processing algorithms, and digital device twins to simulate realistic images within a single pipeline. SIMPA’s module implementations can be seamlessly exchanged as SIMPA abstracts from the concrete implementation of each forward model and builds the simulation pipeline in a modular fashion. Furthermore, SIMPA provides comprehensive libraries of biological structures, such as vessels, as well as optical and acoustic properties and other functionalities for the generation of realistic tissue models. RESULTS: To showcase the capabilities of SIMPA, we show examples in the context of photoacoustic imaging: the diversity of creatable tissue models, the customisability of a simulation pipeline, and the degree of realism of the simulations. CONCLUSIONS: SIMPA is an open-source toolkit that can be used to simulate optical and acoustic imaging modalities. The code is available at: https://github.com/IMSY-DKFZ/simpa, and all of the examples and experiments in this paper can be reproduced using the code available at: https://github.com/IMSY-DKFZ/simpa_paper_experiments.
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spelling pubmed-89782632022-04-05 SIMPA: an open-source toolkit for simulation and image processing for photonics and acoustics Gröhl, Janek Dreher, Kris K. Schellenberg, Melanie Rix, Tom Holzwarth, Niklas Vieten, Patricia Ayala, Leonardo Bohndiek, Sarah E. Seitel, Alexander Maier-Hein, Lena J Biomed Opt Special Section Celebrating 30 Years of Open Source Monte Carlo Codes in Biomedical Optics SIGNIFICANCE: Optical and acoustic imaging techniques enable noninvasive visualisation of structural and functional properties of tissue. The quantification of measurements, however, remains challenging due to the inverse problems that must be solved. Emerging data-driven approaches are promising, but they rely heavily on the presence of high-quality simulations across a range of wavelengths due to the lack of ground truth knowledge of tissue acoustical and optical properties in realistic settings. AIM: To facilitate this process, we present the open-source simulation and image processing for photonics and acoustics (SIMPA) Python toolkit. SIMPA is being developed according to modern software design standards. APPROACH: SIMPA enables the use of computational forward models, data processing algorithms, and digital device twins to simulate realistic images within a single pipeline. SIMPA’s module implementations can be seamlessly exchanged as SIMPA abstracts from the concrete implementation of each forward model and builds the simulation pipeline in a modular fashion. Furthermore, SIMPA provides comprehensive libraries of biological structures, such as vessels, as well as optical and acoustic properties and other functionalities for the generation of realistic tissue models. RESULTS: To showcase the capabilities of SIMPA, we show examples in the context of photoacoustic imaging: the diversity of creatable tissue models, the customisability of a simulation pipeline, and the degree of realism of the simulations. CONCLUSIONS: SIMPA is an open-source toolkit that can be used to simulate optical and acoustic imaging modalities. The code is available at: https://github.com/IMSY-DKFZ/simpa, and all of the examples and experiments in this paper can be reproduced using the code available at: https://github.com/IMSY-DKFZ/simpa_paper_experiments. Society of Photo-Optical Instrumentation Engineers 2022-04-04 2022-08 /pmc/articles/PMC8978263/ /pubmed/35380031 http://dx.doi.org/10.1117/1.JBO.27.8.083010 Text en © 2022 The Authors https://creativecommons.org/licenses/by/4.0/Published by SPIE under a Creative Commons Attribution 4.0 International License. Distribution or reproduction of this work in whole or in part requires full attribution of the original publication, including its DOI.
spellingShingle Special Section Celebrating 30 Years of Open Source Monte Carlo Codes in Biomedical Optics
Gröhl, Janek
Dreher, Kris K.
Schellenberg, Melanie
Rix, Tom
Holzwarth, Niklas
Vieten, Patricia
Ayala, Leonardo
Bohndiek, Sarah E.
Seitel, Alexander
Maier-Hein, Lena
SIMPA: an open-source toolkit for simulation and image processing for photonics and acoustics
title SIMPA: an open-source toolkit for simulation and image processing for photonics and acoustics
title_full SIMPA: an open-source toolkit for simulation and image processing for photonics and acoustics
title_fullStr SIMPA: an open-source toolkit for simulation and image processing for photonics and acoustics
title_full_unstemmed SIMPA: an open-source toolkit for simulation and image processing for photonics and acoustics
title_short SIMPA: an open-source toolkit for simulation and image processing for photonics and acoustics
title_sort simpa: an open-source toolkit for simulation and image processing for photonics and acoustics
topic Special Section Celebrating 30 Years of Open Source Monte Carlo Codes in Biomedical Optics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8978263/
https://www.ncbi.nlm.nih.gov/pubmed/35380031
http://dx.doi.org/10.1117/1.JBO.27.8.083010
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