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A New Model for Image Fusion Using Bi-dimensional Empirical Mode Decomposition with Directional Information

机译:具有方向信息的二维经验模式分解的图像融合新模型

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摘要

Image fusion is a procedure in which two or more images of one scene captured by different sensors are combined into one image. The target of image fusion is to produce images which are more suitable for human visual perception and further machine-processing. Empirical Mode Decomposition (EMD) is a new tool for signal (especially non-stationary signal) analysis. Comparing to other multi-scale transforms, EMD is more suitable for detecting information of images. Therefore, we propose a new model for image fusion based on Bi-dimension EMD (BEMD). In addition, considering that the existing BEMD can hardly capture the directional information which is important for image fusion, directional filter bank will be employed to run on each level coefficients in the step of image decomposition. The proposed method is tested on medical images and compared with some newly-proposed image fusion models. The experimental results show that the proposed method outperforms others in terms of several fusion evaluation metrics.
机译:图像融合是将不同传感器捕获的一个场景的两个或多个图像组合为一个图像的过程。图像融合的目标是产生更适合于人类视觉感知和进一步机器处理的图像。经验模式分解(EMD)是用于信号(尤其是非平稳信号)分析的新工具。与其他多尺度变换相比,EMD更适合于检测图像信息。因此,我们提出了一种基于二维EMD(BEMD)的图像融合新模型。另外,考虑到现有的BEMD几乎不能捕获对于图像融合很重要的方向信息,因此在图像分解步骤中将采用方向滤波器组在每个级别系数上运行。该方法在医学图像上进行了测试,并与一些新提出的图像融合模型进行了比较。实验结果表明,该方法在几种融合评价指标上均优于其他方法。

著录项

  • 来源
    《Journal of information and computational science》 |2014年第10期|3461-3468|共8页
  • 作者单位

    Key Laboratory of Symbolic Computation and Knowledge Engineering for Ministry of Education Jilin University, Changchun 130012, China,College of Software, Jilin University, Changchun 130012, China;

    Key Laboratory of Symbolic Computation and Knowledge Engineering for Ministry of Education Jilin University, Changchun 130012, China,College of Computer Science and Technology, Jilin University, Changchun 130012, China;

    Key Laboratory of Symbolic Computation and Knowledge Engineering for Ministry of Education Jilin University, Changchun 130012, China,College of Computer Science and Technology, Jilin University, Changchun 130012, China;

    Key Laboratory of Symbolic Computation and Knowledge Engineering for Ministry of Education Jilin University, Changchun 130012, China,College of Computer Science and Technology, Jilin University, Changchun 130012, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Image Fusion; BEMD; Directional Filter Bank;

    机译:图像融合;BEMD;定向滤波器组;

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