Single image super-resolution of thick pinhole imaging system using image denoiser prior based on half quadratic splitting method
编号:202 访问权限:公开 更新:2024-05-09 22:12:18 浏览:178次 张贴报告

报告开始:暂无开始时间(Asia/Shanghai)

报告时间:暂无持续时间

所在会场:[暂无会议] [暂无会议段]

摘要
Thick pinhole imaging system is an effective tool for diagnosing intense pulsed radiation sources, but its spatial resolution decreases due to limitations in field of view and energy flux. To address this limitation, image super-resolution reconstruction algorithms are commonly employed to enhance the system's spatial resolution. However, existing algorithms face two main issues: incomplete or inaccurate point spread function (PSF) of the imaging system and susceptibility of image reconstruction algorithms to noise. This paper extensively studies the model and parameters of the neutron thick pinhole imaging system and proposes a PSF calculation method based on the characteristics of each component. Additionally, we present a novel image super-resolution reconstruction algorithm for the neutron thick pinhole imaging system, utilizing image denoising priors based on the half-quadratic splitting method. The results indicate that, compared to the traditional Richardson-Lucy algorithm, the reconstructed images generated by this algorithm exhibit fewer artifacts and sharper boundaries. Furthermore, this algorithm can surpass the spatial resolution limitations imposed by the imaging system.
关键词
Thick pinhole imaging,Single image super-resolution,Image denoiser prior,Half quadratic splitting
报告人
Li Guoguang
Tsinghua University;Department of Engineering Physics

稿件作者
Li Guoguang Tsinghua University;Department of Engineering Physics
Sheng Liang Northwest Institute of Nuclear Technology
Duan Baojun Northwest Institute of Nuclear Technology
Li Yang Northwest Institute of Nuclear Technology
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  • 会议日期

    05月13日

    2024

    05月17日

    2024

  • 03月31日 2024

    注册截止日期

  • 04月15日 2024

    摘要截稿日期

主办单位
冲击波物理与爆轰物理全国重点实验室
浙江大学物理学院
中国核学会脉冲功率技术及其应用分会
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