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使用带逆插值技术的曲波融合算法从磁共振和计算机断层扫描中进行高分辨率图像采集。

High resolution image acquisition from magnetic resonance and computed tomography scans using the curvelet fusion algorithm with inverse interpolation techniques.

作者信息

Ali Fatma E, El-Dokany Ibrahim M, Saad Abdelfattah A, Al-Nuaimy Waleed, Abd El-Samie Fathi E

机构信息

Department of Electronics and Electrical Communications, Faculty of Electronic Engineering, Menoufia University, 32952, Menouf, Egypt.

出版信息

Appl Opt. 2010 Jan 1;49(1):114-25. doi: 10.1364/AO.49.000114.

Abstract

We present a new approach, based on the curvelet transform, for the fusion of magnetic resonance and computed tomography images. The objective of this fusion process is to obtain images, with as much detail as possible, for medical diagnosis. This approach is based on the application of the additive wavelet transform on both images and the segmentation of their detail planes into small overlapping tiles. The ridgelet transform is then applied on each of these tiles, and the fusion process is performed on the ridgelet transforms of the tiles. To maximize the benefit of the fused images, inverse interpolation techniques are used to obtain high resolution images from the low resolution fused images. Three inverse interpolation techniques are presented and compared. Simulation results show the superiority of the proposed curvelet fusion approach to the traditional discrete wavelet transform fusion technique. Results also reveal that inverse interpolation techniques have succeeded in obtaining high resolution images from the fused images with better quality than that of the traditional cubic spline interpolation technique.

摘要

我们提出了一种基于曲波变换的磁共振图像与计算机断层扫描图像融合新方法。该融合过程的目标是获取尽可能多细节的图像用于医学诊断。此方法基于对两幅图像应用加法小波变换,并将其细节平面分割成小的重叠块。然后对每个块应用脊波变换,并在块的脊波变换上执行融合过程。为了最大化融合图像的益处,使用逆插值技术从低分辨率融合图像中获取高分辨率图像。提出并比较了三种逆插值技术。仿真结果表明,所提出的曲波融合方法优于传统离散小波变换融合技术。结果还表明,逆插值技术成功地从融合图像中获得了比传统三次样条插值技术质量更好的高分辨率图像。

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