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All Journal International Journal of Electrical and Computer Engineering Jurnal Ilmu Komputer dan Informasi Jurnal Teknik ITS Jurnal Buana Informatika TELKOMNIKA (Telecommunication Computing Electronics and Control) JUTI: Jurnal Ilmiah Teknologi Informasi Annual Research Seminar Register: Jurnal Ilmiah Teknologi Sistem Informasi Jurnal Ilmiah FIFO IKRA-ITH Informatika : Jurnal Komputer dan Informatika Jurnal Nasional Pendidikan Teknik Informatika (JANAPATI) Journal of Computer Science and Informatics Engineering (J-Cosine) Sewagati Nusantara Journal of Computers and its Applications
Dini Adni Navastara, Dini Adni
Institut Teknologi Sepuluh Nopember
Arts Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Education Electrical & Electronics Engineering Engineering Languange, Linguistic, Communication & Media Library & Information Science Public Health Social Sciences Other

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Journal : Annual Research Seminar

 1 
Trabecular Bone Segmentation Based On Segment Profile Characteristics Using Extreme Learning Machine On Dental Panoramic Radiographs Rizqi Okta Ekoputris; Agus Zainal Arifin; Arya Yudhi Wijaya; Dini Adni Navastara
Annual Research Seminar (ARS) Vol 3, No 1 (2017): ARS 2017
Publisher : Annual Research Seminar (ARS)

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Abstract

Dental panoramic radiograph contains a lot of Information which one of them can be identified from trabecular bone structure. This research proposes segmentation of trabecular bone area on dental panoramic radiograph based on segment profile characteristics using Extreme Learning Machine as classification method. The input of this method is dental panoramic radiograph. The selection of region of interest (ROI) is performed on the lower jawbone of the trabecular bone area in which there are teeth and cortical bone. The ROI is subdivided into two where the upper ROI contains the teeth and the lower ROI contains cortical bone. After that, the result of the ROI deduction is done by preprocessing using mean and median filters for upper ROI and motion blur filter for lower ROI. The separate images are extracted each pixel into four features consisting of image intensity, 2D Gaussian filter with two different sigma, and Log Gabor filter for upper ROI. For lower ROI, five feature extractions are image intensity, Gaussian 2D filter with two different sigma, phase congruency, and Laplacian of Gaussian. Then used some sample pixels as training data to create Extreme Learning Machine model. The output of this classifier is the segmentation area of trabecular bone. On the upper ROI, the average of sensitivity, specificity, and accuracy were 82.31%, 93.67%, and 90.33%, respectively. While on the lower ROI obtained the average of sensitivity, specificity, and accuracy of 95.01%, 96.50%, and 95.29%, respectively.
Co-Authors Abdillah, Surya Adi Guna, I Gusti Agung Socrates Adillion, Ilham Gurat Adnan Erlangga Raharja Agus Zainal Arifin Agus Zainal Arifin Ahmad Syauqi Ahmad Syauqi Akwila Feliciano Akwila Feliciano Akwila Feliciano Pradiptatmaka Alam Ar Raad Stone Anny Yuniarti Arif Fadllullah Arif Mudi Priyatno Arya Yudhi Wijaya Atika Faradina Randa Awik Puji Dyah Nurhayati Ayu Kardina Sukmawati Baskoro Nugroho Benito, Davian Chastine Fatichah Daniel Sugianto Deni Sutaji Dewi Hidayati Diana Purwitasari Didit Prasetyo Dimas Fanny Hebrasianto Permadi Dinar Winia Mahandhira Edwin Setiawan Eha Renwi Astuti Evan Tanuwijaya Evelyn Sierra F.X. Arunanto Fahmi Syuhada Fandy Kuncoro Adianto Fandy Kuncoro Adianto Fiqey Indriati Eka Sari Gulpi Qorik Oktagalu Pratamasunu Hadziq Fabroyir Hafiz Nuzal Djufri Handayani Tjandrasa Hari Ginardi Hidayat, Husnul I Gusti Agung Socrates Adi Guna Imagine Clara Arabella Irna Dwi Anggraeni Kevin Christian Hadinata Kevin Christian Hadinata Khairiyyah Nur Aisyah Lissa Rosdiana Lissa Rosdiana Lophita Y Napitupulu Maulana, Hendra Maulana, Hendra Muhammad Farih Muhammad Fikri Sunandar Muhammad Iqbal Izzul Haq Nainik Suciati Nanik Suciati Noor Nailis Sa’adah Nova Maulidina Ashuri Novi Nur Putriwijaya Nurlita Abdulgani R. V. Hari Ginardi Rangga Kusuma Dinata Rangga Kusuma Dinata Rarasmaya Indraswari Rizka Wakhidatus Sholikah Rizqi Okta Ekoputris Safhira Maharani Safhira Maharani Safitri, Julia Salim Bin Usman Salim Bin Usman Santoso, Bagus Jati Shabrina Syifa Ghaissani Sherly Rosa Anggraeni Sherly Rosa Anggraeni Siti Rochimah Syadza Anggraini Wawan Gunawan Wijayanti Nurul Khotimah Yulia Niza Yulia Niza Zakiya Azizah Cahyaningtyas Zakiya Azizah Cahyaningtyas