Prior image constrained scatter correction in cone-beam computed tomography image-guided radiation therapy
Stephen Brunner1, Brian E Nett, Ranjini Tolakanahalli
1Department of Medical Physics, University of Wisconsin-Madison, Madison, WI 53705, USA.
This study introduces a novel scatter correction algorithm for cone-beam CT (CBCT) in image-guided radiation therapy. The method effectively reduces shading artifacts caused by X-ray scatter using a prior image with minimal scatter.
Area of Science:
- Medical Physics
- Radiological Imaging
- Computational Imaging
Background:
- X-ray scatter in cone-beam CT (CBCT) degrades image quality, causing reduced contrast and CT number inaccuracy, especially with thicker objects and larger cone angles.
- Prior image-based reconstruction methods have improved X-ray computed tomography (CT) but need adaptation for scatter correction in CBCT image-guided radiation therapy.
Purpose of the Study:
- To develop and evaluate a new algorithm for correcting scatter-induced shading artifacts in CBCT images acquired under high scatter conditions.
- To leverage prior image information to mitigate artifacts in CBCT for image-guided radiation therapy applications.
Main Methods:
- A novel scatter correction algorithm was proposed, utilizing a prior image with low scatter artifacts.
- The algorithm hypothesizes the target image as a weighted sum of basis images derived from raw CBCT projection data.
- Basis images were reconstructed using filtered backprojection, and weights were optimized by minimizing the difference between the target and prior images.
Main Results:
- The proposed algorithm demonstrated substantial mitigation of scatter-induced shading artifacts in CBCT images.
- Qualitative and quantitative evaluations using phantom studies confirmed the algorithm's effectiveness.
- The correction was successful in both full-fan and half-fan acquisition modes.
Conclusions:
- The developed scatter correction algorithm effectively reduces shading artifacts in CBCT images.
- Utilizing a low-scatter prior image is a viable strategy for scatter correction in CBCT-guided radiation therapy.
- The method shows promise for improving image quality in CBCT applications.
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