A Comparative Review of Image Processing Based Crack Detection Techniques on Civil Engineering Structures

Crack detection and repair of the cracks in engineering structures is essential to ensure serviceability and durability. Traditionally, cracks are detected by the examiner's visual inspection; as a result, crack detection and estimation of characteristics are greatly dependent on the examiner&#...

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Autores principales:	Md. Rahat Zawad, Md. Fahad Zawad, Md. Asifur Rahman, Sudipto Priyom
Formato:	article
Lenguaje:	EN
Publicado:	Pouyan Press 2021
Materias:	cracks durability noises transverse cracks micro-cracks Technology T
Acceso en línea:	https://doaj.org/article/5bfb7bc46a164dfa9b59e4a1102c021e
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spelling	oai:doaj.org-article:5bfb7bc46a164dfa9b59e4a1102c021e2021-11-11T11:41:52ZA Comparative Review of Image Processing Based Crack Detection Techniques on Civil Engineering Structures2588-287210.22115/scce.2021.287729.1325https://doaj.org/article/5bfb7bc46a164dfa9b59e4a1102c021e2021-07-01T00:00:00Zhttp://www.jsoftcivil.com/article_136766_68c5194a2dae19e0da1623236bf6d70d.pdfhttps://doaj.org/toc/2588-2872Crack detection and repair of the cracks in engineering structures is essential to ensure serviceability and durability. Traditionally, cracks are detected by the examiner's visual inspection; as a result, crack detection and estimation of characteristics are greatly dependent on the examiner's personal judgment, which has aided in the repair of various structures and evaluation of the crack phenomenon in previous decades. Due to industrial advancement, the number of engineering structures has increased, but compared to that, expertise in the crack detection field did not raise that level. So, a less time-consuming and more accurate approach is needed. The image processing technique works simultaneously to detect the cracks with their attributes. In this context, the development of the algorithm and the implementation procedure is also simple. But some defects such as identifying noises as cracks and weakness in identifying micro-cracks have become significant challenges for this technique. Unable to locate transverse cracks in concrete structures is also a vital issue. So, to develop an accurate method, an extensive survey on the current articles is needed. In this paper, a critical analysis has been done on crack detection through the image processing phenomenon and a detailed literature review to understand the prospects of this method. From the literature review, it was observed that a general structure of CNN-based algorithm with camera images for crack detection could be an efficient approach with higher accuracy.Md. Rahat ZawadMd. Fahad ZawadMd. Asifur RahmanSudipto PriyomPouyan Pressarticlecracksdurabilitynoisestransverse cracksmicro-cracksTechnologyTENJournal of Soft Computing in Civil Engineering, Vol 5, Iss 3, Pp 58-74 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	cracks durability noises transverse cracks micro-cracks Technology T
spellingShingle	cracks durability noises transverse cracks micro-cracks Technology T Md. Rahat Zawad Md. Fahad Zawad Md. Asifur Rahman Sudipto Priyom A Comparative Review of Image Processing Based Crack Detection Techniques on Civil Engineering Structures
description	Crack detection and repair of the cracks in engineering structures is essential to ensure serviceability and durability. Traditionally, cracks are detected by the examiner's visual inspection; as a result, crack detection and estimation of characteristics are greatly dependent on the examiner's personal judgment, which has aided in the repair of various structures and evaluation of the crack phenomenon in previous decades. Due to industrial advancement, the number of engineering structures has increased, but compared to that, expertise in the crack detection field did not raise that level. So, a less time-consuming and more accurate approach is needed. The image processing technique works simultaneously to detect the cracks with their attributes. In this context, the development of the algorithm and the implementation procedure is also simple. But some defects such as identifying noises as cracks and weakness in identifying micro-cracks have become significant challenges for this technique. Unable to locate transverse cracks in concrete structures is also a vital issue. So, to develop an accurate method, an extensive survey on the current articles is needed. In this paper, a critical analysis has been done on crack detection through the image processing phenomenon and a detailed literature review to understand the prospects of this method. From the literature review, it was observed that a general structure of CNN-based algorithm with camera images for crack detection could be an efficient approach with higher accuracy.
format	article
author	Md. Rahat Zawad Md. Fahad Zawad Md. Asifur Rahman Sudipto Priyom
author_facet	Md. Rahat Zawad Md. Fahad Zawad Md. Asifur Rahman Sudipto Priyom
author_sort	Md. Rahat Zawad
title	A Comparative Review of Image Processing Based Crack Detection Techniques on Civil Engineering Structures
title_short	A Comparative Review of Image Processing Based Crack Detection Techniques on Civil Engineering Structures
title_full	A Comparative Review of Image Processing Based Crack Detection Techniques on Civil Engineering Structures
title_fullStr	A Comparative Review of Image Processing Based Crack Detection Techniques on Civil Engineering Structures
title_full_unstemmed	A Comparative Review of Image Processing Based Crack Detection Techniques on Civil Engineering Structures
title_sort	comparative review of image processing based crack detection techniques on civil engineering structures
publisher	Pouyan Press
publishDate	2021
url	https://doaj.org/article/5bfb7bc46a164dfa9b59e4a1102c021e
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A Comparative Review of Image Processing Based Crack Detection Techniques on Civil Engineering Structures

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