视差分析及其在医学图像三维重建中的应用

Weizhao Zhao, Jen Y. Chang, David M. Smith, M. Ginsberg
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引用次数: 1

摘要

介绍了一种用于医学图像三维重建的图像对齐或配准的新方法。该方案基于计算机视觉的最新进展。在对齐算法中采用点对点的视差分析。假定要对齐的图像序列是通过线性仿射变换相关联的。在此模型的基础上,考虑图像形状结构或图像强度变化,定义视差函数。通过计算形状或强度差来同时估计函数参数。视差函数参数的分解揭示了物体在三维空间中的旋转、变形、缩放和平移。这些参数为图像对齐和图像匹配提供了足够的信息。对放射自成像图像的三维重建实验验证了视差分析方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Disparity analysis and its application to three-dimensional reconstruction of medical images
A novel approach to image alignment or registration for three-dimensional reconstruction of medical images is introduced. The scheme is based on recent advances in computer vision. A point-to-point disparity analysis is used in the alignment algorithm. It is assumed that a sequence of images to be aligned is related by a linear affine transformation. Based on this model, a disparity function is defined by considering the image shape structure or the image intensity changes. The function parameters are estimated simultaneously from the computation of shape or intensity disparity. The decomposition of the disparity function parameters reveals the object rotation, deformation, scaling, and translation individually in a 3D space. These parameters provide enough information for image alignment as well as image matching. Experiments on 3D reconstruction of autoradiographic images demonstrate the effectiveness of the disparity analysis method.<>
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