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Journal : Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi)

CNN Performance Improvement for Classifying Stunted Facial Images Using Early Stopping Approach Yunidar, Yunidar; Yusni, Y; Nasaruddin, N; Arnia, Fitri
Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Vol 9 No 1 (2025): February 2025
Publisher : Ikatan Ahli Informatika Indonesia (IAII)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29207/resti.v9i1.6068

Abstract

Stunting, a condition characterised by short stature, is a growth disorder caused by chronic malnutrition, which often begins in the womb. Children affected by stunting usually show different physical and cognitive characteristics compared to their peers. Research shows that these physical differences can also be observed in facial features. Because faces provide important information and are commonly studied in digital image processing, in this study, we will compare the facial image classification performance of stunted children versus normal children using various Convolutional Neural Network (CNN) architectures. The evaluated architectures include MobileNetV2, InceptionV3, VGG19, ResNet18, EfficientNetB0, and AlexNet. To improve the learning process, augmentation techniques with Haar cascade and Gaussian filters were applied so that the data set increased from 1,000 to 6,000 images. After adding the dataset, training is carried out with an early stop approach to minimise overfitting. The main aim of this research is to identify the CNN model that is most effective in differentiating facial images of stunted children from normal children. The results show that the EfficientNetB0 architecture outperforms other models, achieving 100% accuracy. Early stopping has been shown to improve training efficiency and help prevent overfitting.
Co-Authors . KAIMUDDIN . NURFAIDA . Roslidar A'yuni, Qurrata A.W. Bowahk, Bernad AA Sudharmawan, AA Abdul Basid Abdul Munir Abdussahid, Abdussahid Abubakar Abubakar Adam Adam Ade Rosmana adhel, Risda sulfiana Adi Susanto Adriman, Ramzi Adriman, Ramzi Afrihadi, Faisal Ahmad Ahmad Ahmad Fauzan Adzima Ahmad, Sitti Wirdhana Al-Ma'youf, Ali Mayouf Ali Ridho Alimudin Alimudin, Alimudin Amalia, Kartika Amelia Nedan, Putri Aminah Aminah AMIR YASSI Amirullah -, Amirullah Ananda Syafirah, Devi Andania, Ana Andi Amran Sulaiman Andi Irwan Nur, Andi Irwan Andriani Andriani Anshori, Muhammad Fuad Anugrahwati, Anugrahwati Anugrawati, Anugrawati Arifin, Arham Arifin, Iqbal ARIS ARIS, ARIS Asdar Asdar Ashar Ashar Asriati Asriati, Asriati AT. Israel, Siti Fitriani Atikurrahman, Moh Awaluddin Awaluddin AZMI, MUHAMMAD RAUDHI B. Yokasing, Yohanes Bahari, Syahrul Bahrun, Haris Bdr, Muh. Farid bismar, bismar Bismark, Bismark Bobby Yuhanda, Bobby Cahyati, Cucu Cahyono, Tomy Dwi Chaisar, Muhammad Chusumastuti, Dhety CRI WAHYUNI BRAHMI YANTI, CRI WAHYUNI BRAHMI Cucut Susanto, Cucut Dariati, Tigin Darmawaty, Ridha Destafiana, A. Fina Devi Savitri Effendy, Devi Savitri Dianti, Klis Didi Rahmadi Didi Rahmadi Dirhamsyah, Muhammad Dwi Budi Santoso Elvin, Avrilyani Elvira Erdawati, Mega Erwin Nurdiansyah Fajri Fajri Farichah, Eneng Farid BDR, Muh. Farid, Muh. Fathur Rohman, Fathur Fathurrahman Fathurrahman Fatiati, Nur Azizah Ferdiansyah Ferdiansyah Firzhal Arzhi Jiwantara Fitri Arnia Fitriah Nurjadin, Eka Fitriani Fitriani Fityanul Akhyar Fuaddudin, Fuaddudin Gani Jumaat Gogari, Iqbal Gufran, Gufran Hamiyuddin, Hamiyuddin Hamzah Hamzah Hamzah Pagarra, Hamzah Hapipa, Nur HARMILAWATI Hasan, Haryawati Hasanah, Eka Uswatun Hasanuddin, Iskandar Hasbahuddin, Hasbahuddin Hasmawaty, Hasmawaty Hasniar Hasniar, Hasniar Hasrifin, Hasrifin Hazan, Hazan Herlina, Andi Hermawan Hermawan Hernawati Hernawati Heryati Heryati Huda, Hisbullah Ichsan, Rahmi Ida Suryani, Ida Ifayanti Ridwan, Ifayanti Ihsan Ihsan Ilham Ilham Imran Imran Imran, Muhammad Chairil Inayah A.M, Muh. Ira Devi Sara Irmawati Irmawati Irmayanti, leni Irmayanti Ismail Ismail Iswoyo, Hari Izal, Izal Jalil, Asri Muhammad Jamaluddin Jamaluddin Jamil, Hatta Jamilah, Sri Jasadin, Isma Muliani Jeny Rheka Judijanto, Loso Juliastrid. A, Ayu Junari, Junari Juniati Juniati Kadang, Marsel Kaharuddin karmila karmila KHADAFI, MUHAMMAD Khasmawaru, Khasmawaru Kusaeri Kusaeri Kusuma, Muchtar Lamri Banjar, Maimunah Dairani Laurenze, Reynaldi Lisma Lisma, Lisma Lukman S. Thahir Luthfiyah Luthfiyah M Baihaqi M Ikhsan Madsaid Makul, Tobias Malarangan, Hilal Mangngi, Frans Maria Ulfah Masita, Masita Melinda Melinda Mirwan Akhmad Taufiq Miskun, Miskun MMSI Irfan ,S. Kom Mollah Jaya, Abdul Mollah, Abdul Mubarak, Fathani Mudassir, Andi Muh. Farid Muhammad Afifudin Dimyathi Muhammad Aminullah, Muhammad Muhammad Farid Maricar Muhammad Fuad Anshori Muhammad Hajarul Aswad A Muhammad Irhamsyah MUHAMMAD RIZAL MUHARRAM, ISNAN Muliati Muliati, Muliati Mulkan Azhary Mulyadi Mulyadi Munir, Abd. Munir, Nilam Permatasari Musta'in, Musta'in Mustafa, Ismail Mutalib, Adiyanto Mutiara, Ravika Nirwana, Nirwana Nizamuddin Nizamuddin Nizamuddin Nizamuddin Nizamuddin Nizamuddin Nizar Purnama Nugroho, Ikhsan Pebdwi Nur Hikmah Nur Wicaksono, Hanang Nuragung, M Haris Nurahmania, Nurahmania Nurcahyani Nurdiniawati, Nurdiniawati Nurfadilla, Nurfadilla Nurhaedah Nurhaedah Nurhidaya, Andi Rezky Nurhidayah, A. Resky Nurhisma, Nurhisma Nurjadid, Eka Fitria Nurjannah Nurjannah Nurkhaerah, Nurkhaerah Nurlina Kasim Nurul Zuhriyah Oktavianus, Michael Palad, Marliana S. Prabu Setiawan, Ince Pratiwi S, Tyara Qat'iyah, Nely Ilmi Qothiyah, Nely Ilmi Rady, Mohammed Jassim Mohammed Rafiuddin, . Rafiuddin, Rafiuddin Rahmadani, Ervi Rahmah Rahmah Rahman, Ade Rahman, Reski Anugraeni Rahmawati, Rahmawati Rahmayani Lancang Rahmi, Alfia Rajais, Rajais ramadhan tosepu Ramadhan Tosepu Rasyid, Muhammad Rusdi Raupu, Sumardin Rerung, Oktovianus Dharma Riskal Fitri Rizki, Kurnia Rosmita Rosmita, Rosmita Rudia, Adi Parman Rusdha Muharar Rusdha Muharar, Rusdha Ruslan Ruslan Sadaruddin, Sadaruddin Saddami, Khairun Safitri, Riskal safrudin, Moh Safrudin, Moh. Sagaf, Umar Sagala, Wilmer Saifuddin Muhammad Jalil Sakur, Irwan Salam, Rosdiah Salmin Dengo Sari, A. Suryang Sari, Andi Suryang Sarramadani Sayuti, Muhammad Seknun, Maulana M.H Sikki, Supriadi Sri Hastati SRI RAHAYU Sukendar, Nandi K. Sumiharsono, Rudy Sunarti Supriadi Supriadi SYAHRIAL SYAHRIAL Syahrudin, Eky Syahrul R, Syahrul Syam, Andi Wahyuni Syamsuardi Syamsuardi Syarifuddin Syarifuddin Taufik, Mirwan Akhmad Taufiq, Mirwan Akhmad Tazkirah, Siti Tuti Herawati Udink Aulia udirman, udirman Umrah, Alya Nahdatul Usman Usman Wahyunti, Sri woen, john chrisano Yaan, Yaan Yani, Achmad Yatin, Yatin Yunidar YUNUS MUSA Yusni, Y Yusran, Sartiah Yusrizal Yusrizal Yuwaldi Away Zafira, Zaky Zahra, Afifah Zaita, Yandri Zakiyah Zakiyah Zaman, Muh. Fahrul Zamzanie, Zamzanie Zulfadli Zulfadli Zulfikri, Agung