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All Journal Tekno : Jurnal Teknologi Elektro dan Kejuruan Jurnal Ilmu Komputer dan Informasi Proceeding of the Electrical Engineering Computer Science and Informatics Edu Komputika Journal Knowledge Engineering and Data Science JTERA (Jurnal Teknologi Rekayasa) Pendas : Jurnah Ilmiah Pendidikan Dasar JAVA Journal of Electrical and Electronics Engineering Buletin Ilmiah Sarjana Teknik Elektro Generation Journal Belantika Pendidikan Jurnal Graha Pengabdian Jurnal Pengabdian kepada Masyarakat Journal of Disruptive Learning Innovation (JODLI) JURNAL PENGABDIAN PENDIDIKAN MASYARAKAT (JPPM) Wawasan : Jurnal Ilmu Manajemen, Ekonomi dan Kewirausahaan Edu Komputika Journal
Kartika Candra Kirana
Universitas Negeri Malang
Religion Agriculture, Biological Sciences & Forestry Humanities Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Library & Information Science Mathematics Mechanical Engineering Public Health Social Sciences Other

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Journal : Generation Journal

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Epistemological and Axiological Analysis of ResNet18-Based Dysgraphia Classification Kirana, Kartika Candra; Handayani, Anik Nur; Patmanthara, Syaad
Generation Journal Vol 10 No 1 (2026): Generation Journal
Publisher : Universitas Nusantara PGRI Kediri

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29407/gj.v10i1.27419

Abstract

Based on an ontological perspective, there is a gap in feature representation and in binary dysgraphia classification using ResNet18, an area that has not been explored simultaneously. Thus, our contribution is an analysis of research on dysgraphia classification using ResNet18 that employs epistemological and axiological approaches. ResNet18 was chosen as the backbone of the proposed framework because it has shortcut connections that can degrade residues into useless features. As a representation of new knowledge, ResNet18 was pre-trained on ImageNet. Classification was tested on challenging word assignments, comprising 145 dysgraphia images and 188 non-dysgraphia images. Epoch trials were conducted to find the best architecture. The results showed that ResNet18 at epoch 10 achieved the best performance in binary classification, with a recall of up to 93.55%. This indicates that ResNet18 is sensitive to recognizing dysgraphia classes. Challenges outlined in this study serve as a foundation for further research.
Co-Authors Abdulrahman, Salah Abdullah Khalil Achmad Hamdan Adam Achmad Rachmawan Ahmad Hamdan Akbar, Asna Isyarotul Andrian Rachmat Anik Nur Handayani Ashar, Muhammad Axel Gandy Arthayuda Azhar Ahmad Smaragdina Begananda, Hilham Bagus Budi Rahmadya Budi, Lalu Agung Purnama Cahya Bintang Wira Winata Cahyono, Gigih Prasetyo Choirul Anam Devita, Riri Nada Dimas Prasetyo Buseri Eko Tristyo Purwanto Ellvina Pramitadewi Wahyunigtyas F Ti Ayyu Sayyidul Laily Fadhlullah, Aufar Faiq Fajar Ananda Saputra Febri Liantoni Filsafalasafi, Alfi Firmansyah, Muhammad Ferdian Gigih Prasetyo Cahyono Gushardana, Raffi Taufiq Handayani, Nia Okta Hani Ramadhan Haq, Yaritza Hary Suswanto Hermanto, Yon Ade Lose Heru Wahyu Herwanto Imro’aturrozaniyah Imro’aturrozaniyah Indri Astuti Ivan reynaldi Putra Krisma Anuarin Hidayat Lalu Agung Purnama Budi Latif, Rafika Mas’udah, Ajeng Ramadhani Lailul Michell Brella Tamarizta Mochammad Bagus Priyantono Mohamad Firzon Ainur Nadifah Adya Ilham Nandha Mustika Sari Nasharuddin Mas Nidhom, Ahmad Mursyidun Ningrum, Gres Dyah Kusuma Nur Hidayah Nur Hidayat, Wahyu Nurjihan Najma Zahera Perdana, Sigit Prasetya, Januari Adi Priyantono, Mochammad Bagus Purwanto, Eko Tristyo Rachmawan, Adam Achmad Raffi Taufiq Gushardana Sari, Nandha Mustika Sari, Rahajeng Kartika Shofiea, Maulida Siregar, Galih Carlos Putra Siregar, Sherly Allsa Slamet Wibawanto Sujito Sujito Sujito Sujito Syaad Patmanthara Syahputra, M. Firman Aji Thoriq Bachtiar Yusuf Ekananda Tri Hadiah Muliawati Wahyu, Kartika Wulandari, Rizka Safitri Yusuf Ekananda, Thoriq Bachtiar