ROBUST IMAGE-BASED CRACK DETECTION IN CONCRETE STRUCTURE USING MULTI-SCALE ENHANCEMENT AND VISUAL FEATURES

被引:0
作者
Liu, Xiangzeng [1 ,2 ]
Ai, Yunfeng [1 ,3 ]
Scherer, Sebastian [1 ]
机构
[1] Carnegie Mellon Univ, Pittsburgh, PA 15213 USA
[2] Xian Microelect Technol Inst, Xian, Shaanxi, Peoples R China
[3] Univ Chinese Acad Sci, Beijing, Peoples R China
来源
2017 24TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP) | 2017年
关键词
Crack detection; guided filter; image enhancement; concrete structure; BRIDGES;
D O I
暂无
中图分类号
TB8 [摄影技术];
学科分类号
0804 ;
摘要
Crack detection is an important technique to evaluate the safety and predict the life of a concrete asset. In order to improve the robustness of the crack detection in complex background, a new crack detection framework based on multi-scale enhancement and visual features is developed. Firstly, to deal with the effect of low contrast, a multi-scale enhancement method using guided filter and gradient information is proposed. Then, the adaptive threshold algorithm is used to obtain the binary image. Finally, the combination of morphological processing and visual features are adopted to purify the cracks. The experimental results with different images of real concrete surface demonstrate the high robustness and validity of the developed technique, in which the average TPR can reach 94.22%.
引用
收藏
页码:2304 / 2308
页数:5
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