2D antiscatter grid and scatter sampling based CBCT pipeline for image guided radiation therapy
Arxiv
|August 30, 2023
Summary
Quantitative CBCT (qCBCT) improves image quality by combining scatter rejection, advanced corrections, and iterative reconstruction. This enhances accuracy for radiation therapy applications like dose calculations and treatment response assessment.
Area of Science:
- Medical Physics
- Radiological Imaging
- Radiation Oncology
Background:
- Cone-beam CT (CBCT) has limitations in tissue visualization and quantitative accuracy, hindering its use beyond target localization in radiation therapy.
- Improving CBCT image quality is crucial for quantitative treatment monitoring and adaptive radiotherapy.
Approach:
- Developed quantitative CBCT (qCBCT) by integrating a 2D antiscatter grid with a raw data processing pipeline and iterative image reconstruction.
- Implemented corrections for residual scatter, image lag, and beam hardening, specifically for offset detector geometry CBCT with a bow tie filter.
- Utilized iterative reconstruction to minimize image noise and enhance image quality.
Key Points:
- qCBCT demonstrated reduced HU degradation (10 HU for image lag, 40 HU for beam hardening) compared to standard CBCT.
- Mean HU errors in qCBCT (10 HU) were significantly lower than in clinical CBCT (27 HU) when benchmarked against MDCT.
- Inaccuracy in HU values due to phantom size changes was substantially reduced in qCBCT (22 HU) versus clinical CBCT (85 HU).
- Iterative reconstruction improved contrast-to-noise ratio by 1.25x compared to clinical CBCT protocols.
Conclusions:
- qCBCT significantly reduces artifacts and noise, narrowing the image quality gap between CBCT and MDCT.
- The enhanced quantitative accuracy of qCBCT supports its use in demanding applications like CBCT-based dose calculations and treatment response assessment in image-guided radiation therapy.
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