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A metal artifact reduction scheme in CT by a Poisson fusion sinogram based postprocessing method.

Hui Tang1,2, Yu Bing Lin1, Guo Yan Sun1

  • 1Laboratory of Image Science and Technology, School of Computer Science and Engineering, Southeast University, Nanjing, China.

Journal of X-Ray Science and Technology
|January 18, 2021
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Summary
This summary is machine-generated.

This study introduces a new Poisson fusion sinogram based metal artifact reduction (FS-MAR) method. The FS-MAR method effectively reduces artifacts in CT images, outperforming traditional interpolation-based algorithms.

Keywords:
Computed tomographyPoisson blendingimage fusionmetal artifact reduction

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Area of Science:

  • Medical Imaging
  • Image Processing
  • Computational Science

Background:

  • Current interpolation-based metal artifact reduction (MAR) methods can generate secondary artifacts.
  • Metal artifacts significantly degrade the quality of CT images, impacting diagnostic accuracy.

Purpose of the Study:

  • To propose and evaluate a novel Poisson fusion sinogram based metal artifact reduction (FS-MAR) method.
  • To reduce secondary artifacts and improve image quality in metal-affected CT scans.

Main Methods:

  • The FS-MAR method involves generating a prior image and using Poisson blending to create a corrected sinogram.
  • Filtered back projection (FBP) is applied to the corrected sinogram, followed by image reconstruction.
  • Image quality was assessed using simulated and real clinical data with metrics like SSIM and PSNR.

Main Results:

  • The FS-MAR method achieved the highest SSIM (0.8912) and PSNR (30.6693) in testing samples.
  • Visual evaluations confirmed that FS-MAR generates fewer artifacts compared to interpolation-based methods.
  • Both simulated and clinical images showed superior artifact reduction with FS-MAR.

Conclusions:

  • The proposed Poisson FS-MAR method demonstrates superior performance in enhancing CT image quality.
  • FS-MAR provides a significant improvement over interpolation-based algorithms for metal artifact reduction.
  • This method offers a promising solution for improving diagnostic clarity in the presence of metallic implants.