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Colour edge detection based on the fusion of hue component and principal component analysis

机译:基于色调成分和主成分分析融合的彩色边缘检测

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摘要

Hue component is generally denoted by angle value, so the conventional edge detection operators are incapable to accurately detect edges of hue component. As a result, the popular methods of colour image edge detection usually omit the role of hue component, thus missing some edges caused by hue changes. The authors propose a novel colour edge detection method based on the fusion of hue component and principal component analysis to solve the above problems. First, a novel computational method of hue difference is defined, and then it is applied to classical gradient operators to obtain accurate edges for hue component. Moreover, complete object edges can be obtained by using the edge fusion of the first principal component and hue component of colour image with low-computational complexity. Experimental results show that the proposed approach not only can act on hue component directly and obtain accurate edges caused by hue changes, but also is effective and easy to implement.
机译:色相分量通常由角度值表示,因此常规的边缘检测算子无法准确检测色相分量的边缘。结果,流行的彩色图像边缘检测方法通常忽略了色相成分的作用,从而丢失了一些由色相变化引起的边缘。为了解决上述问题,作者提出了一种基于色相成分和主成分分析的融合的彩色边缘检测方法。首先,定义了一种新的色相差计算方法,然后将其应用于经典的梯度算子以获取色相分量的准确边缘。此外,通过使用彩色图像的第一主成分和色相成分的边缘融合以低计算复杂度可以获得完整的物体边缘。实验结果表明,该方法不仅可以直接作用于色相分量,并获得由色相变化引起的准确边缘,而且有效且易于实现。

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  • 来源
    《Image Processing, IET》 |2014年第1期|44-55|共12页
  • 作者

    Lei T.; Fan Y.; Wang Y.;

  • 作者单位

    School of Electronic and Information Engineering, Lanzhou Jiao tong University, Lanzhou 730070,People's Republic of China;

    School of Electronics and Information, Northwestern Polytechnical University, Xi??an 710072, People's Republic of China|c|;

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