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A Methodological Review of 3D Reconstruction Techniques in Tomographic Imaging

机译:断层成像中3D重建技术的方法论综述

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摘要

Computer Vision has provided immense support to medical diagnostics over the past two decades. Analogous to Non Destructive Testing of mechanical parts, advances in medical imaging has enabled surgeons to determine root cause of an illness by consulting medical images particularly 3-D imaging. 3-D modeling in medical imaging has been pursued using surface rendering, volume rendering and regularization based methods. Tomographic reconstruction in 3D is different from camera based scene reconstruction which has been achieved using various techniques including minimal surfaces, level sets, snakes, graph cuts, silhouettes, multi-scale approach, patchwork etc. In tomography limitations of image aquisition method i-e CT Scan, X Rays and MRI as well as non availability of camera parameters for calibration restrict the quality of final reconstruction. In this work, a comprehensive study of related approaches has been carried out with a view to provide a summary of state of the art 3D modeling algorithms developed over the past four decades and also to provide a foundation study for our future work which will include precise 3D reconstruction of human spine.
机译:计算机愿景在过去二十年中向医疗诊断提供了巨大的支持。类似于非破坏性测试机械部件,医学成像的进步使外科医生能够通过咨询医学图像特别是3-D成像来确定疾病的根本原因。使用表面渲染,体积渲染和基于规则的方法,追求了医学成像中的3-D模型。 3D中的断层摄影重建与基于相机的场景重建是不同的,这已经使用了各种技术,包括最小的表面,级别,蛇,图形切割,剪影,多尺度方法,拼凑而成的图像地产方法IE CT扫描,X射线和MRI以及相机参数的非可用性,用于校准限制了最终重建的质量。在这项工作中,已经进行了对相关方法的全面研究,以便在过去四十年中提供了现有技术的3D建模算法的状态概要,并为我们未来的工作提供了基础研究,这将包括精确的工作3D人脊椎的重建。

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