A novel road crack detection and identification method using digital image processing techniques
Road crack detection is the base of highway maintenance and digital image processing has been widely used in crack detection and identification. In this paper, a novel, effective, efficient image processing method is proposed for the extraction of road cracks from pavement images. The first stage is...
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| Published in | 2012 8th International Conference on Computing and Convergence Technology pp. 397 - 400 |
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| Main Authors | , |
| Format | Conference Proceeding |
| Language | English |
| Published |
IEEE
01.12.2012
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| Subjects | |
| Online Access | Get full text |
| ISBN | 1467308943 9781467308946 |
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| Abstract | Road crack detection is the base of highway maintenance and digital image processing has been widely used in crack detection and identification. In this paper, a novel, effective, efficient image processing method is proposed for the extraction of road cracks from pavement images. The first stage is image preprocessing which consists of binary segmentation, morphological operations and remove algorithm which remove the isolate dots and area. Usually, after those operations above, many gaps still exists in the crack, the second stage proposed a novel algorithm to connect those break cracks. It needs to judge the type of the crack because of the difference in different types. The experimental shows that the surface crack could be detected correctly and results proved satisfying and efficient. |
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| AbstractList | Road crack detection is the base of highway maintenance and digital image processing has been widely used in crack detection and identification. In this paper, a novel, effective, efficient image processing method is proposed for the extraction of road cracks from pavement images. The first stage is image preprocessing which consists of binary segmentation, morphological operations and remove algorithm which remove the isolate dots and area. Usually, after those operations above, many gaps still exists in the crack, the second stage proposed a novel algorithm to connect those break cracks. It needs to judge the type of the crack because of the difference in different types. The experimental shows that the surface crack could be detected correctly and results proved satisfying and efficient. |
| Author | Ning Zhang Weiling Huang |
| Author_xml | – sequence: 1 surname: Weiling Huang fullname: Weiling Huang email: 10120467@bjtu.edu.cn organization: School of Computer and Information Technology, Beijing Jiaotong University, China – sequence: 2 surname: Ning Zhang fullname: Ning Zhang email: nzhang1@bjtu.edu.cn organization: School of Computer and Information Technology, Beijing Jiaotong University, China |
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| Snippet | Road crack detection is the base of highway maintenance and digital image processing has been widely used in crack detection and identification. In this paper,... |
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| StartPage | 397 |
| SubjectTerms | crack detection gap connect Image preprocessing Image segmentation Lighting Maintenance mathematical morphology Morphology Neural networks Noise Object segmentation road crack Roads Thresholding (Imaging) |
| Title | A novel road crack detection and identification method using digital image processing techniques |
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