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A Dual-Energy Metal Artifact Redcution Method for DECT Image Reconstruction

  • Tianling Lyu
  • , Wei Zhao
  • , Wei Gao
  • , Jian Zhu
  • , Yan Xi
  • , Yang Chen*
  • , Wentao Zhu*
  • *此作品的通讯作者
  • Zhejiang Lab
  • Beihang Hangzhou Innovation Institute
  • Southeast University, Nanjing
  • Shandong First Medical University & Shandong Academy of Medical Sciences
  • Shanghai First-Imaging Tech

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Metal implants are one of the culprits for image quality degradation in CT imaging, introducing so-called metal artifacts. With the help of the virtual-monochromatic imaging technique, dual-energy CT has been proven to be effective in metal artifact reduction. However, the virtual monochromatic images with suppressed metal artifacts show reduced CNR compared to polychromatic images. To remove metal artifacts on polychromatic images, we propose a dual-energy NMAR (deNMAR) algorithm in this paper that adds material decomposition to the widely used NMAR framework. The dual energy sinograms are first decomposed into water and bone sinograms, and metal regions are replaced with water on the reconstructed material maps. Prior sinograms are constructed by polyenergetically forward projecting the material maps with corresponding spectra, and they are used to guide metal trace interpolation in the same way as in the NMAR algorithm. We performed experiments on authentic human body phantoms, and the results show that the proposed deNMAR algorithm achieves better performance in tissue restoration compared to other compelling methods. Tissue boundaries become clear around metal implants, and CNR rises to 2.58 from ∼1.70 on 80 kV images compared to other dual-energy-based algorithms.

源语言英语
主期刊名2023 45th Annual International Conference of the IEEE Engineering in Medicine and Biology Conference, EMBC 2023 - Proceedings
出版商Institute of Electrical and Electronics Engineers Inc.
ISBN(电子版)9798350324471
DOI
出版状态已出版 - 2023
活动45th Annual International Conference of the IEEE Engineering in Medicine and Biology Conference, EMBC 2023 - Sydney, 澳大利亚
期限: 24 7月 202327 7月 2023

出版系列

姓名Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS
ISSN(印刷版)1557-170X

会议

会议45th Annual International Conference of the IEEE Engineering in Medicine and Biology Conference, EMBC 2023
国家/地区澳大利亚
Sydney
时期24/07/2327/07/23

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