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Journal : Jurnal Teknik Informatika (JUTIF)

Data Augmentation Techniques on the Accuracy of Fertile and Infertile Egg Classification Using Convolutional Neural Networks Nurhakim, Bani; Solihudin, Dodi; Amalia, Dina; Arelia, Irly
Jurnal Teknik Informatika (Jutif) Vol. 6 No. 5 (2025): JUTIF Volume 6, Number 5, Oktober 2025
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2025.6.5.5234

Abstract

The classification of fertile and infertile chicken eggs is crucial in the poultry industry to ensure optimal incubation efficiency and hatchability. However, the visual similarity between both egg types under candling conditions poses a significant challenge for manual inspection. This study aims to develop a convolutional neural network (CNN) model using the EfficientNetB4 architecture to automatically classify egg fertility based on image data. The dataset comprises candling images of chicken eggs, which underwent preprocessing steps such as resizing, normalization, and histogram stretching to enhance contrast. To improve model generalization, aggressive data augmentation techniques were applied, including rotation, flipping, zooming, and brightness adjustment. The model was trained in two phases—feature extraction and fine-tuning—using transfer learning and class balancing strategies. Evaluation results demonstrated high performance with an F1-score of 0.95 and balanced classification across both classes. The model's interpretability was further enhanced using Grad-CAM visualization, showing relevant activation regions. These findings indicate that the proposed method is effective in automating egg fertility classification and has potential for broader application in agricultural image diagnostics.
Co-Authors Abdul Ghofur Abdul Latif Achmad Firdaus Afrianingsih, Anita Agus Aan Adriansyah Agusti, Lia ahmad yani Ajeng Wulandari Al Azizi, Najih Alfina, Cut Sarna Aliva Rosdiana Alsuhendra Alsuhendra Andhika Maulana Andika, Puput Anggraini, Selvi Septiana Anggreaningrum, Anggreaningrum Ani Noviana Rizki Ani Yuliani Aprillia, Dea Arelia, Irly Arsana, I Dewa Putu Asep Yudha Wirajaya Asih Wiranti, Dwiana Asnawi, Hammam Adian As’ad, Ali Awaliyah, Siti Nur Intan Awan, Amna Falak Azwar Annas, Azwar Azzahra, Fatima Basyar, Ahmad Azhar D., Bisma Raafi M. Damaiyanti, Varinia Pura Danadyaksa, Laela Sitarusmi Dedy Gunawan Desiana Nuriza Putri Dewi Pratiwi Dewi Yunisari Dida Rahmadanik Duta, Arya Andhika Dwi Aminatus Sa’adah Efendi, Abdullah Engliana Fadhil, Bayu Dian Fadlillah, Nur Fahra Afthina Faidlon, Ahmad Fariz Syuhada Fauzan, Brilian Lucky Fauziah, Siti Salma Fitriani Luthfiyah Q.A Frisca Kirana Maharani Indira Fugri, Nasya Uriani Galuh Kumalasari Gustia, Mira Hadi, Selvi Ramah Hamdalah, Siti Hana, Shofiyatul Hankinson, Emma Harahap, Rizky Daniaty Hasim, Nur Fadilah Heliati Fajriah, Heliati Hetiyasari Hijriati, Hijriati Hilmi Hambali, Hilmi Hulu, Winis Trilian I Nyoman Nugraha Ardana Putra ibnu rochim, Achluddin Ida Ayu Putu Sri Widnyani Ilhamsyah Indriani, Fina Inna Asmadina Israwati Israwati, Israwati Itsna Inayatun Nihayah Ivan Hanafi Jaenal Arifin Jalaluddin Jalaluddin Joko Sutarto Karina Amelia Ketut Adi Wirawan, Ketut Adi Khilfatun Khamidah Khoiriyah Khoiriyah Khoiru Rizqi Fitri Hadiyanur Komarudin Komarudin Kukuh Dwi Wijanarko Kurnita, Taat Laily Kasuya, Igast Lantin Sulistiyorini, Lantin Livia Windiana M. Zuhri Magdalena, Ina Mahmudah, Rafiah Mailani Dwi Silvia Maimunah, Maimunah Mandira, Gracia Marhaban, Saiful Maula, Ismi Izzatul Maulida, Laili Maulida, Siti Zahra Mazidah, Nihayatul Melliana Rahmah, Annisa' Miftahul Jannah Mughniy, Nurul Muhammad Habib Ainur Rosyid Muhammad Hanif Abdalla Muhammad Mustofa Muhammad Thoyib Amali Mukhlis Mukhlis Muslem, Asnawi Muspira, Muspira Mutmainah Mutmainah Nadie Fatimatuzzahro Nandria Elsya Syarif Hidayah Nasyirin, Bagus Khairun Natri Sutanti Nessa, Rahmatun Ningrum, Safitri Ade Nofan Zulfahmi, Muhammad Nur Rohmah Nurhakim, Bani Nurhayati, Kristina Nurul Huda Nyoman Sugiartha Pramadani, Intha Daefa Pramudita, Natasya Putri Prasetya, Aldian Dwi Pratiwi , Dewi Prismayanti, Rini Puji Yanti Fauziah Purnomo Endah Aflahani, Ari Putra, Urief Arsani Atma Putri Maradila Azzahra Putri, Siti Rahmaniah Rachmanita, Aprillia Rahma Gadis Rizqi Salsa Bella Rahma, Ayu Ratna Sari Hardiani Raudhatul Jannah Rohmatun, Siti Rosalinda Rosalinda Rosdiana , Aliva Rosdiana, Aliva Rosmiati Rosmiati Rufiati, Alfina Rustono - Ryan Agung Prasetyo sabil sabil, sabil Safina Aulia Putri Safira Damayanti, Sehla Samsudin, Umar saptiani, Saptiani Saptowati, Rohmah Sarfia, Yuli Seftira, Seftira Shanti Yusuf, Maulida Sirajuddin Sirajuddin Siti Murtiningsih SITI NAILA FAUZIA, SITI NAILA Sofia, Irwanda Sofyan A Gani Solihudin, Dodi Sudarsono, Achmad Budiman Suhartati Suhartati Sulthon, Aufa Hanif Abiyyu Supriyadi, Agatha Junita Kartika Syaikhah, Erina Syailin Nichla Choirin Attalina Syarkawi Amin Syukur Syifa, Muhammad Takdirmin Taryudi Taupiqurrohman, Opik Ulfah, Karima Ulya Utri Suhayati Waluyo, Sashy Noviana Wardani, Linda Noviantika Whisnu Pamungkas Wildanali Arbabil Hija Witasari, Witasari Wulandari, Elsa Wulandari, Resika Yani Suryani Yati Setiati, Yati Yeniningsih, Taat Kurnita Yuhasriati, Yuhasriati Yuli Kurniawati Sugiyo Pranoto, Yuli Kurniawati Sugiyo Yuli Sulistiyono Yuni Sulistyowati, Yuni Yunita Rusidah Zahra, Az Zulfahmi, M. Nofan Zuliani, Rizky