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Apridiansyah, Yovi
Universitas Muhammadiyah Bengkulu
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Journal : Progresif: Jurnal Ilmiah Komputer

 1 
Klasifikasi Body Mass Index Berbasis Estimasi Dimensi Tubuh melalui Pengolahan Citra Digital Juliza, Sita; Apridiansyah, Yovi
Progresif: Jurnal Ilmiah Komputer Vol 21, No 2: Agustus 2025
Publisher : STMIK Banjarbaru

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35889/progresif.v21i2.3049

Abstract

The issues of impracticality and potential errors in manual height and weight measurements have driven the development of an automated digital image-based system. This study aims to develop a measurement tool using the Canny Edge Detection method in Matlab to classify Body Mass Index (BMI) status (underweight, normal, overweight, obese) without physical contact. Testing was conducted on 40 data samples, yielding an accuracy of 99.99% for height (error 0.37%) and 99.97% for weight (error 1.25%), with a maximum measurement tolerance of ±2 cm for height and ±2 kg for weight to enhance system reliability. The classification results of nutritional status based on BMI estimation showed good performance, with a classification agreement rate of 90% of the total 40 test data, indicating that the system is sufficiently reliable and efficient in classifying BMI categories based on antropometri parameter estimates from digital images.Keywords: Body Mass Index; Image Processing; Canny Edge Detection; Matlab AbstrakPermasalahan ketidakpraktisan dan potensi kesalahan dalam pengukuran manual tinggi dan berat badan mendorong pengembangan sistem berbasis citra digital secara otomatis. Penelitian ini bertujuan membangun alat bantu pengukuran menggunakan metode Canny Edge Detection dalam Guide Matlab guna mengklasifikasikan status Body Mass Index (kurus, normal, gemuk, obesitas) tanpa kontak fisik. Pengujian dilakukan pada 40 sampel data, menghasilkan akurasi 99,99% untuk tinggi badan (error 0,37%) dan 99,97% untuk berat badan (error 1,25%), dengan toleransi maksimal pengukuran ±2 cm untuk tinggi dan ±2 kg untuk berat guna meningkatkan reliabilitas sistem. Hasil klasifikasi status gizi berdasarkan estimasi BMI menunjukan performa yang baik, dengan tingkat kecocokan hasil klasifikasi mencapai 90% dari total 40 data uji yang mengindikasikan bahwa sistem cukup andal dan efisien dalam mengklasifikasikan kategori Body Mass Index berdasarkan estimasi parameter antropometrik dari citra digital.Kata kunci: Body Mass Index; Pengolahan Citra; Edge Detection Canny; Matlab  
Co-Authors Abdullah, Dedy Ade Ferdiansyani Putra adindo, Yogi Afriko Manda Jaya Afrinando Kusnandi Agustio, Faidillah Ahmad Novianto Ali Sutan Pane Andika Kurniawan Andilala Anggara, Novio Angtyas Candra Pratama Apriansyah, Nugraha AR Wallad Mahfuzi Ardi wijaya Ardiansyah, Adidi Muhammad Ardoni, Yoan Ari Purjiawan Arif Setiawan Arif Setiawan Arjun Putra Nandika Audi Muhammad Jardillah Bima Satria Yudha Cecep Saputra Daffa Putra Sadhevi Dandi Sunardi Darnita , Yulia Darnita, Yulia Darsah Wendanado Daryono, Basofi Rachmadani David Chandra David Maria Vironika, Nuri Dede Erawan Dede Erwan Dede Maulana Ibrahim Dedi Arsela Dedy Abdullah Dedy Abdullah Deo Irwan Diana Diana Diana Diana Diana Dori Mabrori Eka Sahputra Fadlikal Ilham Aditma, Afredo Fahmi, Nofear Farid Achmadi Febitri, Nora Febrina, Nanda Felix, Igor Fitriani Fitriani Giova, Giova Gunawan Gunawan Gunawan Gunawan Gunawan Gunawan Guntur Alam Harry Witriyono Harry Witriyono Hary Witriyono hidayah, agung kharisma Hidayat, Roki Hidayat, Wahid Ikbal, Fikri Indra Setiawan Irsyad Ahmad Fauzan Javier Rezon Gumiri Juhardi , Ujang Juhardi, Ujang Julfi Siswanto Juliza, Sita Khairullah Khairullah khairullah Kurniawan, Andika M. Dhaffa Giffari M. Gilang Ramadhan M. Sapta Firdaus Mahfuzhi, AR Walad Mahfuzi, AR. Wallad Marcelina Novi Zarti Marhalim Muhammad Agung Muhammad Aksyah Muhammad Febriansyah Muhammad Husni Rifqo Muhammad Husni Rifqo Muhammad Miatsyah muhammad rizky, muhammad Muntahanah, Muntahanah Muntahannah Mutahanah Mutahanah Novian, Arif Tri Nugraha Apriansyah Nuri David Maria Veronika Nuri David Maria Veronika Nuri David Maria Veronika Padli, Zeko Pahrizal Pahrizal, Pahrizal Pariza, Rahmat Pindo Putra Pratama Putra, Erwin Dwika Putra, Riky Ade Putri Rahma Della R.S, Penti Septian Raffles, Richard Rahmat Pariza Rajes Andika Putra Ramadhan, Redho Putra Randi Trio Ardiansyah Rasyid, Muhammad Soelaiman Rensita Delpa Ria Oktarini Ria Parina Rifqo, Muhammad Husni Rina Yuniarti, Rina Ringgo Dwika Putra Ronaldo Kontesa Rozali Toyib Sahputra, Eka Sapitri Ramadhani Sastya Hendri Wibowo Shandra Nur’aini Sonita, Anisya sungkowo, belo Thio Ragil Alfares Toyib, Rozali Ujang Juhardi ujang juhardi Veronika, Nuri David Maria WALAD Walad Mahfuzhi Walad Mahfuzi Waluyo Wijaya, Ardi Wisnu Gusti Gusti Gusti Witriyono, Harry Yoga Muhamad Aryanto Yoga Saputra Yogi adindo Yogi Bakti Husada Yudha, Bima Satria Yulia Darmi Yulia Darnita yuliadarnita yuliadarnita Yuza Reswan Zarti, Marcelina Novi