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Applicability and potential of monitored reconstruction in computed tomography
Marat Gilmanov1,2, Konstantin Bulatov1,3, Oleg Bugai1,2
1Smart Engines Service LLC, Moscow, Russia.
Plos One
|July 22, 2024
Summary
Monitored tomographic reconstruction (MTR) enables dose and time reduction in computed tomography. This study introduces practical MTR implementation, proposing an optimized acquisition order for enhanced efficiency in industrial and nano tomography.
Area of Science:
- Medical Imaging
- Computational Imaging
- Materials Science
Background:
- Computed tomography (CT) scanning involves significant dose and time.
- Monitored tomographic reconstruction (MTR) offers potential for dose and time reduction.
- Practical implementation of MTR on current CT instruments requires investigation.
Purpose of the Study:
- To investigate the practical implementation of MTR protocols on current CT scanners.
- To develop a quantitative model for MTR acquisition and reconstruction times.
- To propose an optimized acquisition strategy for MTR.
Main Methods:
- Developed an empirical quantitative model for acquisition and reconstruction times.
- Studied four commercial CT setups to assess MTR applicability.
- Constructed an experimental stand for real-time reconstruction validation.
- Proposed an optimized projection acquisition order for MTR.
Main Results:
- Projection acquisition order significantly impacts tomographic experiment time and dose.
- Real-time reconstruction is achievable without slowing the acquisition process.
- Optimized reconstruction from partial data yielded 385 and 440 reconstructions for standard and proposed acquisition orders, respectively.
- The proposed MTR optimizations are effective on current industrial and nano tomography setups.
Conclusions:
- MTR can be practically implemented on existing CT systems.
- Optimized acquisition orders are crucial for efficient MTR.
- MTR with proposed optimizations enhances dose and time reduction in industrial and nano tomography.
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