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首页> 外文期刊>Mathematical Problems in Engineering >Shannon Wavelet Precision Integration Method for Pathologic Onion Image Segmentation Based on Homotopy Perturbation Technology
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Shannon Wavelet Precision Integration Method for Pathologic Onion Image Segmentation Based on Homotopy Perturbation Technology

机译:基于同态摄动技术的香农小波精确积分在病理洋葱图像分割中的应用

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摘要

Image segmentation variational method is good at processing the images with blurry and complicated contours, which is useful in quality identification of pathologic picture of onion. An adaptive Shannon wavelet precise integration method (WPIM) on digital image segmentation was proposed based on the image processing variational model to improve the processing speed and eliminate the artifacts of the images. First, taking full advantage of the interpolation property of the Shannon wavelet function, a multiscale Shannon wavelet interpolation scheme was constructed based on the homotopy perturbation method (HPM). The image pixels of the Burkholderia cepacia (ex-Burkholder) infected onions were taken as the collocation points of the WPIM. Then, with this scheme, the image segmentation model (C-V model) can be discretized into a system of nonlinear ODEs and solved by the half-analytical scheme combining the HPM and the precision integration method. At last, the numerical precision and efficiency of WPIM were discussed and compared with other common segmentation methods such as OSTU method and Sobel operator. The results show that the contour curve of the segmentation object obtained by the new method has many excellent properties such as closed and clear topological structure and the artifacts can be eliminated.
机译:图像分割变分法擅长处理轮廓模糊,轮廓复杂的图像,对洋葱病理图像的质量识别很有帮助。提出了一种基于图像处理变异模型的自适应香农小波精确积分方法(WPIM),用于数字图像分割,提高了处理速度,消除了图像的伪影。首先,充分利用香农小波函数的插值特性,基于同伦摄动法(HPM)构造了多尺度香农小波插值方案。将洋葱伯克霍尔德菌(洋葱)的图像像素作为WPIM的搭配点。然后,通过该方案,可以将图像分割模型(C-V模型)离散化为非线性ODE系统,并通过结合HPM和精度积分方法的半解析方案进行求解。最后讨论了WPIM的数值精度和效率,并将其与其他常用的分割方法如OSTU方法和Sobel算子进行了比较。结果表明,新方法得到的分割对象轮廓线具有良好的封闭结构和清晰的拓扑结构等特性,可以消除伪影。

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  • 来源
    《Mathematical Problems in Engineering》 |2014年第5期|601841.1-601841.10|共10页
  • 作者

    Haihua Wang; Shu-Li Mei;

  • 作者单位

    China Agricultural University, East Campus, Postbox 53,17 Qinghua Donglu Road, Haidian District, Beijing 100083, China,College of Information and Electrical Engineering, China Agricultural University, Beijing 100083, China;

    China Agricultural University, East Campus, Postbox 53,17 Qinghua Donglu Road, Haidian District, Beijing 100083, China,College of Information and Electrical Engineering, China Agricultural University, Beijing 100083, China;

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