A contrast stretching bilateral closing top-hat Otsu threshold technique for crack detection in images

Detection of cracks from stainless steel pipe images is done using contrast stretching technique. The technique is based on an image filter technique through mathematical morphology that can expose the cracks. The cracks are highlighted and noise removal is done efficiently while still retaining the...

Full description

Saved in:
Bibliographic Details
Main Authors: Ting, H. Y., Tso, Chih Ping., Sim, K. S., Kho, Y. Y., Nia, M. E.
Other Authors: School of Mechanical and Aerospace Engineering
Format: Article
Language:English
Published: 2013
Online Access:https://hdl.handle.net/10356/106875
http://hdl.handle.net/10220/16654
http://dx.doi.org/10.1002/sca.21037
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Nanyang Technological University
Language: English
id sg-ntu-dr.10356-106875
record_format dspace
spelling sg-ntu-dr.10356-1068752019-12-06T22:20:10Z A contrast stretching bilateral closing top-hat Otsu threshold technique for crack detection in images Ting, H. Y. Tso, Chih Ping. Sim, K. S. Kho, Y. Y. Nia, M. E. School of Mechanical and Aerospace Engineering Detection of cracks from stainless steel pipe images is done using contrast stretching technique. The technique is based on an image filter technique through mathematical morphology that can expose the cracks. The cracks are highlighted and noise removal is done efficiently while still retaining the edges. An automated crack detection system with a camera platform has been successfully implemented. We compare crack extraction in terms of quality measures with those of Otsu's threshold technique and the another technique (Iyer and Sinha, 2005). The algorithm shown is able to achieve good results and perform better than these other techniques. 2013-10-21T04:14:46Z 2019-12-06T22:20:10Z 2013-10-21T04:14:46Z 2019-12-06T22:20:10Z 2012 2012 Journal Article Sim, K. S., Kho, Y. Y., Tso, C. P., Nia, M. E., & Ting, H. Y. (2013). A contrast stretching bilateral closing top-hat Otsu threshold technique for crack detection in images. Scanning, 35(2), 75-87. 0161-0457 https://hdl.handle.net/10356/106875 http://hdl.handle.net/10220/16654 http://dx.doi.org/10.1002/sca.21037 en Scanning
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
description Detection of cracks from stainless steel pipe images is done using contrast stretching technique. The technique is based on an image filter technique through mathematical morphology that can expose the cracks. The cracks are highlighted and noise removal is done efficiently while still retaining the edges. An automated crack detection system with a camera platform has been successfully implemented. We compare crack extraction in terms of quality measures with those of Otsu's threshold technique and the another technique (Iyer and Sinha, 2005). The algorithm shown is able to achieve good results and perform better than these other techniques.
author2 School of Mechanical and Aerospace Engineering
author_facet School of Mechanical and Aerospace Engineering
Ting, H. Y.
Tso, Chih Ping.
Sim, K. S.
Kho, Y. Y.
Nia, M. E.
format Article
author Ting, H. Y.
Tso, Chih Ping.
Sim, K. S.
Kho, Y. Y.
Nia, M. E.
spellingShingle Ting, H. Y.
Tso, Chih Ping.
Sim, K. S.
Kho, Y. Y.
Nia, M. E.
A contrast stretching bilateral closing top-hat Otsu threshold technique for crack detection in images
author_sort Ting, H. Y.
title A contrast stretching bilateral closing top-hat Otsu threshold technique for crack detection in images
title_short A contrast stretching bilateral closing top-hat Otsu threshold technique for crack detection in images
title_full A contrast stretching bilateral closing top-hat Otsu threshold technique for crack detection in images
title_fullStr A contrast stretching bilateral closing top-hat Otsu threshold technique for crack detection in images
title_full_unstemmed A contrast stretching bilateral closing top-hat Otsu threshold technique for crack detection in images
title_sort contrast stretching bilateral closing top-hat otsu threshold technique for crack detection in images
publishDate 2013
url https://hdl.handle.net/10356/106875
http://hdl.handle.net/10220/16654
http://dx.doi.org/10.1002/sca.21037
_version_ 1681043557421416448