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Automated Ultrasound Object Segmentation Using Combinatorial Active Contour Method Anan Nugroho; Sunarko, Budi; Wibawanto, Hari; Mulwinda, Anggraini; Fauzi, Anas; Oktaviyanti, Dwi; Savitri, Dina Wulung
Jurnal Ilmu Komputer dan Informasi Vol. 17 No. 2 (2024): Jurnal Ilmu Komputer dan Informasi (Journal of Computer Science and Informatio
Publisher : Faculty of Computer Science - Universitas Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21609/jiki.v17i2.1298

Abstract

Active Contour (AC) is an algorithm widely used in segmentation for developing Computer-Aided Diagnosis (CAD) systems in ultrasound imaging. Existing AC models still retain an interactive nature. This is due to the large number of parameters and coefficients that require manual tuning to achieve stability. Which can result in human error and various issues caused by the inhomogeneity of ultrasound images, such as leakage, false areas, and local minima. In this study, an automatic object segmentation method was developed to assist radiologists in an efficient diagnosis process. The proposed method is called Automatic Combinatorial Active Contour (ACAC), which combines the simplification of the global region-based CV (Chan-Vese) model and improved-GAC (Geodesic Active Contour) for local segmentation. The results of testing with 50 datasets showed an accuracy value of 98.83%, precision of 95.26%, sensitivity of 86.58%, specificity of 99.63%, similarity of 90.58%, and IoU (Intersection over Union) of 82.87%. These quantitative performance metrics demonstrate that the ACAC method is suitable for implementation in a more efficient and accurate CAD system.
The management of On-the-job training through web-based application at Vocational High School (SMK) in network computer engineering majors Suryono, Tito; Wibawanto, Hari; Samsudi, Samsudi
IJIE (Indonesian Journal of Informatics Education) Vol 2, No 1 (2018): IJIE (Indonesian Journal of Informatics Education)
Publisher : Universitas Sebelas Maret

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20961/ijie.v2i1.18594

Abstract

Multiple system education in SMK through On-the-job training is an effort to increase graduate quality in industrial capability. The stages of this research are data collection stage (introduction), system development stage, and evaluation phase (testing). This study, which is research and development, aims to know the feasibility and practicality of the design of web-based applications.The research was conducted at State Vocational High School (SMK Negeri) Jumantono Karanganyar particularly in majors of network computer engineering which involved 12 students of small trial group and 109 students of large-scale test.The data collection method used was observation, documentation, and questionnaire. The data obtained were then analyzed by descriptive analysis technique. The result of black box test done by using 43 items was in accordance with its function. The application expert's validation of this research was 88% meaning that it was very reasonable criteria. Meanwhile, the validation of substance was 89% meaning that it was very feasibleThe result of the usability test for the small-scale group was 68% then, it was improved and tested on a large scale that resulted 85% and was considered as practical. Thus, it can be concluded that the development of web-based On-the-job training management applications is very feasible and practical to be used On-the-job training management in SMK. It is suggested that the use of On-the-job training applications must be intensified.
Co-Authors - Kustiono -, Widya A Tri Widodo Achsin, Muchammad Achsin Adhi Susanto Agus Murnomo Agus Suryanto Alfa Faridh Suni Amat Basir, Amat Anan Nugroho Anan Nugroho Anggraini Mulwinda Anita, Yopi Arfriandi, Arief Aris Munandar Baehaqi Budi Sunarko Budiarso, Alfian Budiarso, Alfian Dewi Ayu Sulistyaningrum Dharu Wihartasih, Dharu Dina Priliyana Djoko Widodo Dwi Oktaviyanti Dwi Oktaviyanti, Dwi Eko Purwanti Eko Saputro, Eko Eko Supraptono Esti Rahmawati, Esti Firyomanto, Firyomanto Hapsari, Widya Haryono Haryono I Made Sudana Ika Umaya Sinta, Ika Umaya Indaryanto, Faizal Juliantri, Luqman Azhar Juliantri, Luqman Azhar Kartono , Khairun Nisa Meiah Ngafidin Kurniawan, Eliv Lestari, Ria Rosita M Asysyifaul Firdaus Mahanani, Fauzan A Mariam, Metta Mikha Bimantara Warsito, Mikha Bimantara Moh. Eki Riyadani Muhammad Khumaedi Muhammad Yan Eka Adiptya Noor, Muhammad Elfin Noor, Muhammad Elfin Nugroho, Anan Nur Iksan Nur Laely Fatimah, Nur Laely Puji Astuti Rais Alfian Ansharullah, Rais Alfian Rodia Syamwil S. Maesadji Tjokronegoro Samsudi . Savitri, Dina Wulung Slamet Seno Adi Subiyanto Sumianingrum, Ninok Eyiz Sumianingrum, Ninok Eyiz Susilo, Dwi Budi Syarifudin, Muhammad Nanda Tatyantoro Andrasto Thomas Sri Widodo Tito Suryono Totok Sumaryanto Florentinus, Totok Sumaryanto Usman Channy Affandi, Usman Channy Wahyu Hardyanto Wibowo, Hilal Aji Wibowo, Hilal Aji Widya Puji Astuti, Widya Puji Wiji Wahyudi, Urip Muhayat Wiji Wahyudi, Urip Muhayat Windrajaya, Eko Rudy Wiwik Handayani Wulandari, Dania Ayu