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Research on Panoramic Stitching Algorithm of Lateral Cranial Sequence Images in Dental Multifunctional Cone Beam Computed Tomography

机译:牙科多功能锥梁梁横向颅序像梁的全景拼接算法研究

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摘要

In the design of dental multifunctional Cone Beam Computed Tomography, the linear scanning strategy not only saves equipment cost, but also avoids the demand for patients to be repositioned when acquiring lateral cranial sequence images. In order to obtain panoramic images, we propose a local normalized cross-correlation stitching algorithm based on Gaussian Mixture Model. Firstly, the Block-Matching and 3D filtering algorithm is used to remove quantum and impulse noises according to the characteristics of X-ray images; Then, the segmentation of the irrelevant region and the extraction of the region of interest are performed by Gaussian Mixture Model; The locally normalized cross-relation is used to complete the registration with the multi-resolution strategy based on wavelet transform and Particle Swarm Optimization algorithm; Finally, image fusion is achieved by the weighted smoothing fusion algorithm. The experimental results show that the panoramic image obtained by this method has significant performance in both subjective vision and objective quality evaluation and can be applied to preoperative diagnosis of clinical dental deformity and postoperative effect evaluation.
机译:在牙科多功能锥梁的设计中,线性扫描策略不仅可以节省设备成本,而且还避免了在获取横向颅序列图像时要重新定位患者的需求。为了获得全景图像,我们提出了一种基于高斯混合模型的局部归一化互相关拼接算法。首先,块匹配和3D滤波算法用于根据X射线图像的特性去除量子和脉冲噪声;然后,通过高斯混合模型进行无关区域的分割和感兴趣区域的提取;本地规范化的交叉关系用于基于小波变换和粒子群优化算法与多分辨率策略进行注册;最后,通过加权平滑融合算法实现了图像融合。实验结果表明,该方法获得的全景图像在主观视觉和客观质量评估中具有显着性能,可应用于术前诊断临床牙齿畸形和术后效果评价。

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