Diagnosis and interpretation of dental X-ray in case of deciduous tooth extraction decision in children using active contour model and J48 tree
© 2014 IEEE. Normally, children suffer from a tooth eruption because their permanent teeth do not push their ways through the gums; therefore, dentist will need to diagnose dental X-ray image based on characteristics of the gap between deciduous teeth and permanent teeth. This paper proposes image p...
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th-mahidol.338552018-11-09T09:14:50Z Diagnosis and interpretation of dental X-ray in case of deciduous tooth extraction decision in children using active contour model and J48 tree Juthamas Nuansanong Supaporn Kiattisin Adisorn Leelasantitham Mahidol University Engineering © 2014 IEEE. Normally, children suffer from a tooth eruption because their permanent teeth do not push their ways through the gums; therefore, dentist will need to diagnose dental X-ray image based on characteristics of the gap between deciduous teeth and permanent teeth. This paper proposes image processing based on Active Contour Model and data mining for analyzing the ratio of teeth's gap area. In addition, the experiment relates to medical knowledge so as to evaluate the treatment. The results show that the ratio of teeth's gap area in a case of extraction is 20 ± 5 and tooth extraction decision in expert's way is 78 ± 7%. In a case of no extraction, the ratio of teeth's gap area is 40 ± 4.5 and tooth extraction decision in expert's way is 60 ± 6%. Therefore, if the teeth's gap area between the deciduous teeth and the permanent teeth is small, then an occasion of the tooth extraction will be higher. The decision to retain or extract a questionable tooth is one that occurs frequently in dental practice. There are many factors to consider when making this decision. Some cases are very straightforward while others fall into an unclear area of decision-making. This proposed method creates the decision model supported for the dental tooth extraction using J48 tree, and the accuracy is approximately at 98%. 2018-11-09T02:14:50Z 2018-11-09T02:14:50Z 2014-01-01 Conference Paper 2014 International Electrical Engineering Congress, iEECON 2014. (2014) 10.1109/iEECON.2014.6925902 2-s2.0-84911948072 https://repository.li.mahidol.ac.th/handle/123456789/33855 Mahidol University SCOPUS https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84911948072&origin=inward |
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© 2014 IEEE. Normally, children suffer from a tooth eruption because their permanent teeth do not push their ways through the gums; therefore, dentist will need to diagnose dental X-ray image based on characteristics of the gap between deciduous teeth and permanent teeth. This paper proposes image processing based on Active Contour Model and data mining for analyzing the ratio of teeth's gap area. In addition, the experiment relates to medical knowledge so as to evaluate the treatment. The results show that the ratio of teeth's gap area in a case of extraction is 20 ± 5 and tooth extraction decision in expert's way is 78 ± 7%. In a case of no extraction, the ratio of teeth's gap area is 40 ± 4.5 and tooth extraction decision in expert's way is 60 ± 6%. Therefore, if the teeth's gap area between the deciduous teeth and the permanent teeth is small, then an occasion of the tooth extraction will be higher. The decision to retain or extract a questionable tooth is one that occurs frequently in dental practice. There are many factors to consider when making this decision. Some cases are very straightforward while others fall into an unclear area of decision-making. This proposed method creates the decision model supported for the dental tooth extraction using J48 tree, and the accuracy is approximately at 98%. |
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Mahidol University |
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Mahidol University Juthamas Nuansanong Supaporn Kiattisin Adisorn Leelasantitham |
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Juthamas Nuansanong Supaporn Kiattisin Adisorn Leelasantitham |
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Juthamas Nuansanong |
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Diagnosis and interpretation of dental X-ray in case of deciduous tooth extraction decision in children using active contour model and J48 tree |
title_short |
Diagnosis and interpretation of dental X-ray in case of deciduous tooth extraction decision in children using active contour model and J48 tree |
title_full |
Diagnosis and interpretation of dental X-ray in case of deciduous tooth extraction decision in children using active contour model and J48 tree |
title_fullStr |
Diagnosis and interpretation of dental X-ray in case of deciduous tooth extraction decision in children using active contour model and J48 tree |
title_full_unstemmed |
Diagnosis and interpretation of dental X-ray in case of deciduous tooth extraction decision in children using active contour model and J48 tree |
title_sort |
diagnosis and interpretation of dental x-ray in case of deciduous tooth extraction decision in children using active contour model and j48 tree |
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2018 |
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https://repository.li.mahidol.ac.th/handle/123456789/33855 |
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1763496222425874432 |