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ompressed sensing and Otsu’s method based binary CT image reconstruction technique in non-destructive detection

ompressed sensing and Otsu’s method based binary CT image reconstruction technique in non-destructive detection

中文摘要英文摘要

his paper tries to address the problem of binary CT image reconstruction in non-destructive detection with an algorithm based on compressed sensing (CS) and Otsu’s method, which could reconstruct binary CT image of test object from incomplete detection data. According to binary CT image characteristics, we employ Split-bregman method based on L1/2 regularization to solve piecewise constant region reconstruction. To improve the reconstructed image quality from incomplete detection data, we utilize a priori knowledge and Otsu’s method as the optimization constraint. In our study, we make numerical simulation to investigate our proposed method, and compare reconstructed results from different reconstruction methods. Finally, the experimental results demonstrate that the proposed method could effectively reduce noise and suppress artifacts, and reconstruct high-quality binary image from incomplete detection data.

his paper tries to address the problem of binary CT image reconstruction in non-destructive detection with an algorithm based on compressed sensing (CS) and Otsu’s method, which could reconstruct binary CT image of test object from incomplete detection data. According to binary CT image characteristics, we employ Split-bregman method based on L1/2 regularization to solve piecewise constant region reconstruction. To improve the reconstructed image quality from incomplete detection data, we utilize a priori knowledge and Otsu’s method as the optimization constraint. In our study, we make numerical simulation to investigate our proposed method, and compare reconstructed results from different reconstruction methods. Finally, the experimental results demonstrate that the proposed method could effectively reduce noise and suppress artifacts, and reconstruct high-quality binary image from incomplete detection data.

WEI Biao、HE Peng、REN Yong、CEN Zhong-Jie、WANG Hong-Liang、FENG Peng

dx.doi.org/10.13538/j.1001-8042/nst.26.050403

工程基础科学电子技术应用材料科学

Non-destructive detectionomputed tomography (CT)Binary image reconstructionompressed sensing (CS)

Non-destructive detectionomputed tomography (CT)Binary image reconstructionompressed sensing (CS)

WEI Biao,HE Peng,REN Yong,CEN Zhong-Jie,WANG Hong-Liang,FENG Peng.ompressed sensing and Otsu’s method based binary CT image reconstruction technique in non-destructive detection[EB/OL].(2023-06-18)[2025-08-02].https://chinaxiv.org/abs/202306.00236.点此复制

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