1. 吉首大学信息科学与工程学院, 湖南吉首,416000
2. 中南大学信息科学与工程学院,湖南,长沙,410083
3. 吉首大学信息科学与工程学院 湖南吉首,416000
4. 中南大学信息科学与工程学院,湖南,长沙,410083
网络出版:2017-08-25,
纸质出版:2017
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李建锋, 廖胜辉, 梅楚璇. 基于Mean Shift和插值图像修复算法的CT图像金属伪影消除方法[J]. 电子学报, 2017,45(8):1919-1924.
LI Jian-feng, LIAO Sheng-hui, MEI Chu-xuan. A Mean Shift Algorithm and Interpolation Image Restoration Algorithm Based Method for Metal Artifact Reduction[J]. Acta Electronica Sinica, 2017, 45(8): 1919-1924.
李建锋, 廖胜辉, 梅楚璇. 基于Mean Shift和插值图像修复算法的CT图像金属伪影消除方法[J]. 电子学报, 2017,45(8):1919-1924. DOI: 10.3969/j.issn.0372-2112.2017.08.016.
LI Jian-feng, LIAO Sheng-hui, MEI Chu-xuan. A Mean Shift Algorithm and Interpolation Image Restoration Algorithm Based Method for Metal Artifact Reduction[J]. Acta Electronica Sinica, 2017, 45(8): 1919-1924. DOI: 10.3969/j.issn.0372-2112.2017.08.016.
近年来CT成像技术在临床医学中广泛应用,但当病人体内含有金属移植物时,由于射线硬化等原因很可能在金属物体周围产生亮暗伪影,降低图像质量,影响诊断的准确性.为了消除CT图像中的金属伪影,本文提出基于Mean Shift和插值图像修复的算法,基本流程为用自适应Mean Shift算法预处理CT图像,平滑噪声和轻度伪影,用简化的Mean Shift算法快速精确分割金属物体,由修复组织信息的插值图像生成先验图像,用先验图像的投影数据替换原投影数据得到校正后的CT图像.经过对比实验,文中算法在去除金属伪影的同时,能够保护原有CT图像的组织结构,取得了更好的处理效果.
In recent years
CT imaging technique has been widely used in clinical medicine domain.However for the patient with metallic implants
there is most likely bright and dark artifacts around metal objects due to beam hardening and other reasons
which will reduce the quality of the image and affect the accuracy of physician diagnosis.In order to reduce the metal artifacts in CT images
we address a method based on Mean Shift algorithm and interpolation image restoration algorithm in this paper
and the basic flow is as follows.Firstly
adaptive Mean Shift algorithm was used to smooth noise and the mild artifacts for preprocessing.Secondly
using Mean Shift simplified algorithm metal objects were segmented quickly and accurately.Thirdly
the prior image was generated by interpolated image with anatomical structures restoration
then the original projection data was replaced with the prior projection data to obtain the final corrected image.After the contrast experiment
the method in this paper not only removes metal artifacts remarkably but also protects the original anatomical structures
showing that our method achieves better appearance.
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