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All Journal Elkom: Jurnal Elektronika dan Komputer International Journal of Advances in Intelligent Informatics International Journal of Computing and Informatics (IJCANDI) Jurnal Pengabdian Pada Masyarakat ILKOM Jurnal Ilmiah Jurnal Ilmiah Ilmu Komputer Fakultas Ilmu Komputer Universitas Al Asyariah Mandar Jurnal Informasi dan Teknologi Indonesian Journal of Electrical Engineering and Computer Science G-Tech : Jurnal Teknologi Terapan Jurnal Abdidas Indonesian Journal of Data and Science Jurnal Teknik Informatika (JUTIF) Journal La Multiapp Jurnal Minfo Polgan (JMP) Buletin Sistem Informasi dan Teknologi Islam Ilmu Komputer untuk Masyarakat JURNAL SIPISSANGNGI: Jurnal Pengabdian Kepada Masyarakat Bulletin of Social Informatics Theory and Application Engineering: Journal of Mechatronics and Education Prosiding SeNTIK STI&K JuTISI (Jurnal Teknik Informatika dan Sistem Informasi) Linier: Literatur Informatika dan Komputer
Siska Anraeni
Teknik Informatika, Universitas Muslim Indonesia, Makassar, Indonesia
Aerospace Engineering Agriculture, Biological Sciences & Forestry Humanities Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Health Professions Languange, Linguistic, Communication & Media Library & Information Science Mathematics Public Health Social Sciences Other

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Journal : International Journal of Advances in Intelligent Informatics

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A comprehensive comparative analysis of chicken meat classification techniques through machine learning models Anraeni, Siska; Lahuddin, Harlinda; Ramdaniah, Ramdaniah; Melani, Erika Riski; Amalia, Andi Cici; Amaliah, Tazkirah
International Journal of Advances in Intelligent Informatics Vol 12, No 1 (2026): February 2026
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26555/ijain.v12i1.2014

Abstract

This study develops a digital image processing technique to distinguish between fresh and rotten chicken. Chicken freshness has a significant impact on public health and industry sustainability. This study uses a multi-stage approach including data acquisition, preprocessing, feature extraction, and classification. A total of 1,000 chicken images were obtained, consisting of 800 images for training and 200 images for testing, with a proportion of 80:20. Feature extraction was performed using a combination of the HSI (Hue, Saturation, Intensity) color model to capture the color characteristics of chicken and the Local Binary Pattern (LBP) to extract texture information. Classification was performed using the K-Nearest Neighbor (KNN) algorithm with various K values and distance metrics. The experimental results show that the combination of color and texture features provides higher accuracy than using either feature alone. The best model using HSI and LBP feature extraction with K = 1 and K = 3 in the Euclidean distance metric achieved the highest accuracy of 95.4%. With a promising level of accuracy, this method can be applied in automated inspections in the poultry supply chain, improving food safety and helping consumers make better purchasing decisions. However, the main challenge in this study is the variation in lighting during image capture, which causes the fresh and rotten chicken feature values to overlap, thus hindering perfect classification.
Co-Authors Ainul Yaqin Anjasani Aisyah Aisyah Alfian Putra Ramadhan Amalia, Andi Cici Amaliah, Tazkirah Andi Alfian Pratama Putra Andi Nurul Dzulhijjah Darwis, Herdianti Dewi, Nabila Vita Erick Irawadi Alwi Erick Irawadi Alwi Erick Irawadi Alwi, Erick Irawadi Erika Riski Melani Fadhylah Nur Rezkyqah Fitriani Hasbullah Fitriyani Umar Furqaan Ismail Gaffar, Andi Widya Mufila Halim, Andi Ainun Dzariah Harlinda Lahuddin Hasnita Hasnita Hendrial Hendrial Herdiansya Herdiansya Herdianti Darwis Herdianti Darwis Herdianti Herdianti Herman Herman Herman Hidzrullah Ash Syuhrawardi Hilma Aszahrah Huda, Besse Nurul Ihwana As’ad Imada, Anugerah Indrabayu Indrabayu Ingrid Nurtanio Iqbal, Iwi Kurnia Irawati Irawati Januaril Aditya Samudra La Ode Abdurrahman Wahid Pattawari Lahuddin, Harlinda Lokapitasari Belluano, Poetri Lestari Lutfi Budi Ilmawan, Lutfi Budi Lutfi Budiman Ilmuwan M. Dimas Taufiqurahman M. Fiqry Septiawan Manga, Abdul Rachman Mansyur, St. Hajrah Mardiyyah Hasnawi Melani, Erika Riski Mubarak, Syahrul Muh Dasriyanto Saleh Muh. Aliyazid Mude Muhammad Arfah Asis Muhammad Fadhiel Muhammad Rifqi Fauzan Muhammad Salman Al Markas Muhsina Muhsina, Muhsina Muliyadi B Mursyid Mursyid Mustari, Muhid Nia Kurniati Nia Kurniati Nugraha Wanaspati Nur Amanah Nur Hikmah Amir Nursafi'at Nursafi'at Pahendra, Muhammad Agung Maugi Pomalingo, Suwito Ramdan Satra Ramdaniah Ramdaniah Ramdaniah Ramdaniah Ramdaniah, Ramdaniah Rifqatul Mukarramah Rina Junita Basri St. Hajrah Mansyur Sugiarti Sugiarti Sugiarti, Sugiarti Syafie, Lukman Syahrul Mubarak Abdullah Takdir Zulhaq Dessiaming Tasrif Hasanuddin Veithzal Rivai Zainal Wanaspati, Nugraha Wandi Anggara Yudha Nugraha Syailendra Yusrina Mukhlis