Simultaneous Reduction of Radiation Dose and Scatter-to-Primary Ratio using a Truncated Detector and Advanced Algorithms for Dedicated Cone-Beam Breast CT.

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Tác giả: Zhiyang Fu, Hsin Wu Tseng, Srinivasan Vedantham

Ngôn ngữ: eng

Ký hiệu phân loại:

Thông tin xuất bản: England : Biomedical physics & engineering express , 2025

Mô tả vật lý:

Bộ sưu tập: NCBI

ID: 474588

 OBJECTIVE: To determine the minimum detector width along the fan-angle direction in offset-detector cone-beam breast CT for multiple advanced reconstruction algorithms and to investigate the effect on radiation dose, scatter, and image quality. APPROACH: Complete sinograms (m × n = 1024 × 768 pixels) of 30 clinical breast CT datasets previously acquired on a clinical-prototype cone-beam breast CT system were reconstructed using Feldkamp-Davis-Kress (FDK) algorithm and served as the reference. Complete sinograms were retrospectively truncated to varying widths to understand the limits of four image reconstruction algorithms - FDK with redundancy weighting (FDK-W), compressed-sensing based FRIST, fully-supervised MS-RDN, and self-supervised AFN. Upon determining the truncation limits, numerical phantoms generated by segmenting the reference reconstructions into skin, adipose, and fibroglandular tissues were used to determine the radiation dose and scatter-to-primary ratio (SPR) using Monte Carlo simulations. MAIN RESULTS: FDK-W, FRIST, and MS-RDN showed artifacts when m <
  596, whereas AFN reconstructed images without artifacts for m>
 =536. Reducing the detector width reduced signal-difference to noise ratio (SDNR) for FDK-W, whereas FRIST, MS-RDN and AFN maintained or improved SDNR. Reference reconstruction and AFN with m=536 had similar quantitative measures of image quality. SIGNIFICANCE: For the 30 cases, AFN with m=536 reduced the radiation dose and SPR by 37.85% and 33.46%, respectively, compared to the reference. Qualitative and quantitative image quality indicate the feasibility of AFN for offset-detector cone-beam breast CT. Radiation dose and SPR were simultaneously reduced with a 536 ×768 detector and when used in conjunction with AFN algorithm had similar image quality as the reference reconstruction.
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