基于引导滤波算法的绝缘子憎水性图像去噪研究
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TM855

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新疆电网有限公司科技项目(SGXJWL00YJJS1901005)


Denoising of insulator hydrophobic image based on the guided filtering algorithm
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    摘要:

    复合绝缘子憎水性检测是保障绝缘子安全可靠运行的重要手段,其中从憎水性图像中有效去除噪声并保持边缘信息是进行绝缘子憎水性识别的重要前提。使用思路简单,运算复杂度低且滤波过程能有效克服梯度反转问题的引导滤波算法进行憎水性图像处理。在此背景下,首先分析了引导滤波的原理;然后结合憎水性图像本身的特点,将引导滤波引入憎水性图像去噪处理中;最后通过滤波实验和定量实验结果分析验证引导滤波算法在憎水性图像边缘提取预处理中的良好效果。

    Abstract:

    The hydrophobic detection of composite insulators is an important means to ensure the safe and reliable op-eration of insulators. The effective elimination of noise from hydrophobic images is an important prerequisite for accu-rately extracting the edge of water droplets and realizing the hydrophobic identification of insulators. The guiding fil-tering algorithm is widely applied in the field of image processing because of its intuitive principle, low computationalcomplexity and its ability to effectively overcome the gradient inversion problem by the guiding image filtering. In thiscontext, the principle of guided filtering is analyzed firstly. Then, it is introduced into the denoising process of hydro-phobic image based on the image characteristics. Finally, the results of filtering experiment and quantitative experi-ment are analyzed to verify the good effect of the guided filtering algorithm in the preprocessing of hydrophobic imageedge extraction.

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袁文海,刘彪,王喆,等.基于引导滤波算法的绝缘子憎水性图像去噪研究[J].电力科学与技术学报,2021,36(3):135-140.
Yuan Wenhai, Liu Biao, Wang Zhe, et al. Denoising of insulator hydrophobic image based on the guided filtering algorithm[J]. Journal of Electric Power Science and Technology,2021,36(3):135-140.

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  • 在线发布日期: 2021-08-26
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