一种基于分块条件扩散和动态正则项修正的高分辨率有限角CT重建方法

By combining block-based conditional diffusion and dynamic regularization correction with filtering back projection algorithm and position coding, the problem of insufficient resolution and reliability in finite-angle CT reconstruction is solved, and efficient high-resolution CT image reconstruction is achieved.

CN122199743BActive Publication Date: 2026-07-17DALIAN UNIV OF TECH +2

Patent Information

Authority / Receiving Office
CN · China
Patent Type
Patents(China)
Current Assignee / Owner
DALIAN UNIV OF TECH
Filing Date
2026-05-14
Publication Date
2026-07-17

AI Technical Summary

Technical Problem

Existing finite-angle CT reconstruction schemes based on diffusion models have shortcomings in terms of reconstruction resolution, accuracy, and reliability. Traditional methods are difficult to achieve high-resolution CT image reconstruction and suffer from artifacts, blurring, and structural distortion.

Method used

A method based on block-based conditional diffusion and dynamic regularization is adopted, which combines filtering back projection algorithm, position encoding and dynamic regularization. Through the block-based conditional diffusion module and the dynamic regularization consistency correction module, the reliability and resolution of the reconstruction process are improved.

Benefits of technology

It achieves clear imaging of high-resolution CT images under limited angle projection conditions, improves the accuracy and efficiency of non-destructive testing, and reduces artifacts and structural errors.

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Abstract

本发明属于CT断层重建技术和人工智能领域,公开了一种基于分块条件扩散和动态正则项修正的高分辨率有限角CT重建方法。本发明提出基于位置编码的分块条件扩散模块,通过拆分重组的生成策略将高分辨率断层图像重建任务分解为多个低分辨率子区域的条件生成过程,并引入位置编码的条件引导,实现CT图像的高分辨率生成,并增强局部细节恢复能力。本发明提出基于动态正则项的一致性修正模块,在重建过程中动态调控拼接差分惩罚与掩膜差分惩罚参与优化的强度,有效避免分块重建中的拼接伪影与结构误差,提高重建CT图像的可靠性与可解释性。
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