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Image segmentation of women’s salivary ferning patterns using harmony frangi filter

Medical research proves that entering the fertile period, especially during ovulation, all-female body fluids contain ferning patterns in the form of crystallization of salt shaped like a fern tree. Until now, not many research topics have been carried out related to the segmentation process in the...

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Main Authors: Heri, Pratikno, Mohd Zamri, Ibrahim
Format: Conference or Workshop Item
Language:English
English
English
Published: Springer 2022
Subjects:
TK Electrical engineering. Electronics Nuclear engineering
Online Access:http://umpir.ump.edu.my/id/eprint/39160/1/Lecture%20Notes%20in%20Electrical%20Engineering%20vol%20632.pdf
http://umpir.ump.edu.my/id/eprint/39160/2/Image%20Segmentation%20of%20Women%E2%80%99s.pdf
http://umpir.ump.edu.my/id/eprint/39160/3/Image%20segmentation%20of%20women%E2%80%99s%20salivary%20ferning%20patterns%20.pdf
http://umpir.ump.edu.my/id/eprint/39160/
https://doi.org/10.1007/978-981-15-2317-5_51
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spelling my.ump.umpir.391602023-11-03T01:40:57Z http://umpir.ump.edu.my/id/eprint/39160/ Image segmentation of women’s salivary ferning patterns using harmony frangi filter Heri, Pratikno Mohd Zamri, Ibrahim TK Electrical engineering. Electronics Nuclear engineering Medical research proves that entering the fertile period, especially during ovulation, all-female body fluids contain ferning patterns in the form of crystallization of salt shaped like a fern tree. Until now, not many research topics have been carried out related to the segmentation process in the salivary ferning pattern, this is due to several problems including first, the unavailability of a database of image salivary ferning pattern online. Second, the salivary ferning pattern has several hidden layers and uneven intensity. The purpose of this study was to detect and determine the line shape of the salivary ferning crystal pattern using the Harmony Frangi Filter method based on the Hessian matrix operation. The results of the segmentation process from this study are a crucial basis in determining the level of accuracy and precision at the next stage of research, namely: the prediction process of a woman’s ovulation in each menstrual cycle. The measurement of segmentation results has an average value of MSE 2.25, PSNR 44.86 dB, FSIM 0.954, accuracy 99.88%, sensitivity 99.98% and specificity 99.88%. Springer 2022 Conference or Workshop Item PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/39160/1/Lecture%20Notes%20in%20Electrical%20Engineering%20vol%20632.pdf pdf en http://umpir.ump.edu.my/id/eprint/39160/2/Image%20Segmentation%20of%20Women%E2%80%99s.pdf pdf en http://umpir.ump.edu.my/id/eprint/39160/3/Image%20segmentation%20of%20women%E2%80%99s%20salivary%20ferning%20patterns%20.pdf Heri, Pratikno and Mohd Zamri, Ibrahim (2022) Image segmentation of women’s salivary ferning patterns using harmony frangi filter. In: Lecture Notes in Electrical Engineering; 5th International Conference on Electrical, Control and Computer Engineering, InECCE 2019, 29 July 2019 , Kuantan. pp. 605-622., 632. ISSN 1876-1100 ISBN 978-981152316-8 https://doi.org/10.1007/978-981-15-2317-5_51
institution Universiti Malaysia Pahang Al-Sultan Abdullah
building UMPSA Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Pahang Al-Sultan Abdullah
content_source UMPSA Institutional Repository
url_provider http://umpir.ump.edu.my/
language English
English
English
topic TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Heri, Pratikno
Mohd Zamri, Ibrahim
Image segmentation of women’s salivary ferning patterns using harmony frangi filter
description Medical research proves that entering the fertile period, especially during ovulation, all-female body fluids contain ferning patterns in the form of crystallization of salt shaped like a fern tree. Until now, not many research topics have been carried out related to the segmentation process in the salivary ferning pattern, this is due to several problems including first, the unavailability of a database of image salivary ferning pattern online. Second, the salivary ferning pattern has several hidden layers and uneven intensity. The purpose of this study was to detect and determine the line shape of the salivary ferning crystal pattern using the Harmony Frangi Filter method based on the Hessian matrix operation. The results of the segmentation process from this study are a crucial basis in determining the level of accuracy and precision at the next stage of research, namely: the prediction process of a woman’s ovulation in each menstrual cycle. The measurement of segmentation results has an average value of MSE 2.25, PSNR 44.86 dB, FSIM 0.954, accuracy 99.88%, sensitivity 99.98% and specificity 99.88%.
format Conference or Workshop Item
author Heri, Pratikno
Mohd Zamri, Ibrahim
author_facet Heri, Pratikno
Mohd Zamri, Ibrahim
author_sort Heri, Pratikno
title Image segmentation of women’s salivary ferning patterns using harmony frangi filter
title_short Image segmentation of women’s salivary ferning patterns using harmony frangi filter
title_full Image segmentation of women’s salivary ferning patterns using harmony frangi filter
title_fullStr Image segmentation of women’s salivary ferning patterns using harmony frangi filter
title_full_unstemmed Image segmentation of women’s salivary ferning patterns using harmony frangi filter
title_sort image segmentation of women’s salivary ferning patterns using harmony frangi filter
publisher Springer
publishDate 2022
url http://umpir.ump.edu.my/id/eprint/39160/1/Lecture%20Notes%20in%20Electrical%20Engineering%20vol%20632.pdf
http://umpir.ump.edu.my/id/eprint/39160/2/Image%20Segmentation%20of%20Women%E2%80%99s.pdf
http://umpir.ump.edu.my/id/eprint/39160/3/Image%20segmentation%20of%20women%E2%80%99s%20salivary%20ferning%20patterns%20.pdf
http://umpir.ump.edu.my/id/eprint/39160/
https://doi.org/10.1007/978-981-15-2317-5_51
_version_ 1822923834069614592
score 13.232414

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