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A priori information in a regularized sinogram-based method for removing ring artefacts in tomography.
Sofya Titarenko1, Valeriy Titarenko, Albrecht Kyrieleis
1Department of Mathematics, Faculty of Physics, Moscow State University, Leninskie Gory, Moscow, Russia.
This study introduces a novel method to remove ring artifacts in X-ray computerized tomography (CT) scans. The technique uses sinogram properties to improve image quality without requiring initial reconstructions.
Area of Science:
- Medical Imaging
- Image Reconstruction
- Computational Science
Background:
- Ring artifacts are a common problem in X-ray computerized tomography (CT) reconstructions.
- These artifacts degrade image quality and can obscure important diagnostic details.
- Existing methods may require complex preprocessing or multiple reconstruction steps.
Purpose of the Study:
- To develop and evaluate a new method for removing ring artifacts from CT reconstructions.
- To leverage a priori information from the sinogram for artifact correction.
- To provide an efficient and effective solution for enhancing CT image quality.
Main Methods:
- A novel ring artifact removal method is proposed, utilizing sinogram properties.
- Key information includes horizontal smoothness, row symmetry, and acquisition perturbations.
- The numerical implementation employs quadratic programming for efficient processing.
Main Results:
- The method successfully removes ring artifacts from experimental data.
- Efficacy was demonstrated on datasets of graphite and bone.
- No prior reconstruction of sinograms is needed, simplifying the workflow.
Conclusions:
- The proposed method offers an effective approach to ring artifact reduction in CT.
- It provides a valuable tool for improving the diagnostic accuracy of CT images.
- The technique is robust and applicable to various experimental materials.
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