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A Virtual Imaging Framework for Three-Dimensional Quantitative Optoacoustic Tomography Using Stochastic Numerical
Arxiv
|November 19, 2025
Summary
A new virtual imaging framework enhances breast cancer diagnosis using quantitative optoacoustic tomography (qOAT). This tool simulates realistic breast models, improving image reconstruction for better tumor detection and system design.
Area of Science:
- Biomedical Imaging
- Medical Physics
- Computational Modeling
Background:
- Optoacoustic tomography (OAT) shows promise for breast cancer diagnosis by visualizing tumor angiogenesis and hypoxia.
- Accurate image reconstruction in quantitative OAT (qOAT) is crucial for clinical applications but depends on measurement quality and imager design.
- Virtual imaging provides a cost-effective method for evaluating system designs and developing computational techniques.
Purpose of the Study:
- To present a comprehensive virtual imaging framework for breast qOAT.
- To extend a numerical breast phantom generator with skin tone variations and diverse lesions (benign and malignant).
- To enable end-to-end simulation for system design and computational method development.
Main Methods:
- Development of a virtual imaging framework for breast qOAT.
- Extension of a stochastic numerical breast phantom (NBP) generator to include skin tone variation and various lesions.
- Modeling of transducer spatial and acousto-electric impulse responses for end-to-end simulation.
- Public release of 1,020 NBPs and associated measurement data.
Main Results:
- A comprehensive virtual imaging framework for breast qOAT has been established.
- The framework successfully incorporates skin tone variation and both benign and malignant lesions into numerical breast phantoms.
- A case study demonstrated the framework's utility in comparing two different system designs.
- A substantial dataset of NBPs and measurement data is now publicly available.
Conclusions:
- The developed framework offers a versatile platform for advancing computational methods in optoacoustic imaging.
- It facilitates the optimization of system designs for improved breast cancer diagnosis using qOAT.
- The publicly available data will accelerate research in optoacoustic and optical imaging.
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