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Anatomical Landmark Based Registration of Contrast Enhanced Tl-Weighted MR Images

机译:基于解剖学的地标对比度增强TL加权MR图像

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In many problems involving multiple image analysis, an image registration step is required. One such problem appears in brain tumor imaging, where baseline and follow-up image volumes from a tumor patient are often to-be compared. Nature of the regis tration for a change detection problem in brain tumor growth analysis is usually rigid or affine. Contrast enhanced T1-weighted MR images are widely used in clinical practice for monitoring brain tumors. Over this modality, contours of the active tumor cells and whole tumor borders and margins are visually enhanced. In this study, a new technique to register serial contrast enhanced T1 weighted MR images is presented. The proposed fully-automated method is based on five anatomical landmarks: eye balls, nose, confluence of sagittal sinus, and apex of superior sagittal sinus. After extraction of anatomical landmarks from fixed and moving volumes, an affine transformation is estimated by minimizing the sum of squared distances between the landmark coordinates. Final result is refined with a surface registration, which is based on head masks confined to the surface of the scalp, as well as to a plane constructed from three of the extracted features. The overall registration is not intensity based, and it depends only on the invariant structures. Validation studies using both synthetically transformed MRI data, and real MRI scans, which included several markers over the head of the patient were performed. In addition, comparison studies against manual landmarks marked by a radiologist, as well as against the results obtained from a typical mutual information based method were carried out to demonstrate the effectiveness of the proposed method.
机译:在涉及多个图像分析的许多问题,需要的图像配准步骤。一个这样的问题出现在脑肿瘤成像,其中基线和随访图像体积从肿瘤患者往往对进行比较。雷吉斯登记领用于脑肿瘤生长分析的变化检测问题的本质通常是刚性的或仿射。对比增强T1加权的MR图像被广泛应用于临床实践中用于监测脑肿瘤。过这种方式,活性肿瘤细胞和整个肿瘤边界和边缘的轮廓在视觉上增强。在这项研究中,一种新的技术来注册序列对比增强T1加权的MR图像被呈现。所提出的完全自动化的方法是基于5的解剖学界标:眼球,鼻,矢状窦的汇合处,以及上矢状窦的顶点。从固定的和运动的卷解剖标志的提取后,仿射变换是通过最小化地标坐标之间的平方距离的总和来估计。最终的结果是精制具有表面配准,这是基于局限于头皮的表面上,以及从三个的所提取的特征构造的平面头部掩膜。整体注册不是基于强度,并且它仅取决于不变结构。进行了验证性研究使用这两种合成转化MRI数据,而真正的MRI扫描,其中包括在患者的头部几个标记。此外,针对手动地标比较研究标记由放射科医生,以及针对来自一个典型的基于互信息方法得到的结果进行了验证了该方法的有效性。

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