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基于分形理论和二次分割的图像裂缝特征提取方法与应用
引用本文:李嘉民,应宗权,杨 帅,刘梅梅,王 翔.基于分形理论和二次分割的图像裂缝特征提取方法与应用[J].水运工程,2023(4):166-173.
作者姓名:李嘉民  应宗权  杨 帅  刘梅梅  王 翔
作者单位:中交四航工程研究院有限公司,水工构造物耐久性技术交通运输行业重点实验室, 广东 广州 510230;中交四航工程研究院有限公司,水工构造物耐久性技术交通运输行业重点实验室, 广东 广州 510230; 南方海洋科学与工程广东省实验室(珠海),广东 珠海 519082
摘    要:在役跨海桥梁、港口工程等的服役环境恶劣,多数情况下采集到的裂缝图像背景复杂、噪声干扰较多。为了克服现有技术存在的不足,提出一种基于分形理论和二次分割的图像裂缝特征提取方法。该方法采用分形参数作为裂缝图像的特征参数,能优先抑制裂缝图像中产生干扰过多的问题,有效克服灰度不均匀、噪声块多和背景复杂的干扰因素,同时基于二次分割理论,结合两种不同的算法特点,利用粗分割排除干扰区域,利用细分割对目标区域内裂缝精准分割,实现混凝土结构裂缝目标准确有效的提取,具有更好的分割效果。

关 键 词:结构监测  裂缝提取  分形  二次分割  图像增强

Method and application of image crack feature extraction based on fractal theory and secondary segmentation
LI Jiamin,YING Zongquan,YANG Shuai,LIU Meimei,WANG Xiang.Method and application of image crack feature extraction based on fractal theory and secondary segmentation[J].Port & Waterway Engineering,2023(4):166-173.
Authors:LI Jiamin  YING Zongquan  YANG Shuai  LIU Meimei  WANG Xiang
Institution:Key Laboratory of Hydraulic Structure Durability Technology for Transportation Industry, CCCC Fourth Harbor Engineering Institute Co., Ltd., Guangzhou 510230, China;Key Laboratory of Hydraulic Structure Durability Technology for Transportation Industry, CCCC Fourth Harbor Engineering Institute Co., Ltd., Guangzhou 510230, China; Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), Zhuhai 519082, China
Abstract:Due to the bad service environment of sea-crossing bridge and port engineering, the crack images collected in most cases have complex background and high noise. A method of extracting image cracks feature based on fractal theory and secondary segmentation is proposed in this paper to overcome the shortcomings of the existing technology. In this method, fractal parameters are used as the characteristic parameters of the crack image, which can preferentially suppress the problem of excessive interference in the crack image, and effectively overcome the interference factors such as uneven gray level, large noise and complex background. At the same time, two different algorithms are combined based on the quadratic segmentation theory. The first segmentation is used to eliminate the interference area, and the second segmentation is used to precisely segment the cracks in the target area, so as to accurately and effectively extract the cracks of concrete structure and achieve better segmentation effect.
Keywords:
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