Modified canny edge detection technique for joining discontinued edges

Edge detection is an image processing technique that retains the edges of an object in an image while discarding other features. The Canny edge detection technique is regarded as one of the most successful edge detection algorithms because of the good edge detection effect. However, one of its probl...

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Main Authors: S. K. T. Hwa, Abdullah Bade, Mohd Hanafi Ahmad Hijazi
Format: Proceedings
Language:English
English
Published: Faculty of Science and Natural Resources 2021
Subjects:
Online Access:https://eprints.ums.edu.my/id/eprint/32069/1/Modified%20canny%20edge%20detection%20technique%20for%20joining%20discontinued%20edges.ABSTRACT.pdf
https://eprints.ums.edu.my/id/eprint/32069/2/MODIFIED%20CANNY%20EDGE%20DETECTION%20TECHNIQUE%20FOR%20JOINING%20DISCONTINUED%20EDGES.pdf
https://eprints.ums.edu.my/id/eprint/32069/
https://drive.google977-2-73-522200-2.com/file/d/1zKEpSiYvg9vZHHzuKra49512D_AMLubu/view
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Institution: Universiti Malaysia Sabah
Language: English
English
id my.ums.eprints.32069
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spelling my.ums.eprints.320692022-03-31T00:15:04Z https://eprints.ums.edu.my/id/eprint/32069/ Modified canny edge detection technique for joining discontinued edges S. K. T. Hwa Abdullah Bade Mohd Hanafi Ahmad Hijazi Q1-390 Science (General) Edge detection is an image processing technique that retains the edges of an object in an image while discarding other features. The Canny edge detection technique is regarded as one of the most successful edge detection algorithms because of the good edge detection effect. However, one of its problems is the discontinued edges. In this paper, we present an endpoint identification algorithm that can pinpoint the position of the discontinued edges. After the endpoints are identified, they are paired together based on distance, and the broken gaps are filled, thus fixing the discontinued edges. This is done with the help of 16 masks. Results have shown that, visually, our method has fewer discontinued edges when compared to Canny. Also, the mean square error of our method is lower than traditional Canny, indicating that our technique produces edge images that are more accurate than the traditional Canny. Faculty of Science and Natural Resources 2021-10 Proceedings PeerReviewed text en https://eprints.ums.edu.my/id/eprint/32069/1/Modified%20canny%20edge%20detection%20technique%20for%20joining%20discontinued%20edges.ABSTRACT.pdf text en https://eprints.ums.edu.my/id/eprint/32069/2/MODIFIED%20CANNY%20EDGE%20DETECTION%20TECHNIQUE%20FOR%20JOINING%20DISCONTINUED%20EDGES.pdf S. K. T. Hwa and Abdullah Bade and Mohd Hanafi Ahmad Hijazi (2021) Modified canny edge detection technique for joining discontinued edges. https://drive.google977-2-73-522200-2.com/file/d/1zKEpSiYvg9vZHHzuKra49512D_AMLubu/view
institution Universiti Malaysia Sabah
building UMS Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Sabah
content_source UMS Institutional Repository
url_provider http://eprints.ums.edu.my/
language English
English
topic Q1-390 Science (General)
spellingShingle Q1-390 Science (General)
S. K. T. Hwa
Abdullah Bade
Mohd Hanafi Ahmad Hijazi
Modified canny edge detection technique for joining discontinued edges
description Edge detection is an image processing technique that retains the edges of an object in an image while discarding other features. The Canny edge detection technique is regarded as one of the most successful edge detection algorithms because of the good edge detection effect. However, one of its problems is the discontinued edges. In this paper, we present an endpoint identification algorithm that can pinpoint the position of the discontinued edges. After the endpoints are identified, they are paired together based on distance, and the broken gaps are filled, thus fixing the discontinued edges. This is done with the help of 16 masks. Results have shown that, visually, our method has fewer discontinued edges when compared to Canny. Also, the mean square error of our method is lower than traditional Canny, indicating that our technique produces edge images that are more accurate than the traditional Canny.
format Proceedings
author S. K. T. Hwa
Abdullah Bade
Mohd Hanafi Ahmad Hijazi
author_facet S. K. T. Hwa
Abdullah Bade
Mohd Hanafi Ahmad Hijazi
author_sort S. K. T. Hwa
title Modified canny edge detection technique for joining discontinued edges
title_short Modified canny edge detection technique for joining discontinued edges
title_full Modified canny edge detection technique for joining discontinued edges
title_fullStr Modified canny edge detection technique for joining discontinued edges
title_full_unstemmed Modified canny edge detection technique for joining discontinued edges
title_sort modified canny edge detection technique for joining discontinued edges
publisher Faculty of Science and Natural Resources
publishDate 2021
url https://eprints.ums.edu.my/id/eprint/32069/1/Modified%20canny%20edge%20detection%20technique%20for%20joining%20discontinued%20edges.ABSTRACT.pdf
https://eprints.ums.edu.my/id/eprint/32069/2/MODIFIED%20CANNY%20EDGE%20DETECTION%20TECHNIQUE%20FOR%20JOINING%20DISCONTINUED%20EDGES.pdf
https://eprints.ums.edu.my/id/eprint/32069/
https://drive.google977-2-73-522200-2.com/file/d/1zKEpSiYvg9vZHHzuKra49512D_AMLubu/view
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