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Journal : Generation Journal

Epistemological and Axiological Analysis of ResNet18-Based Dysgraphia Classification Kirana, Kartika Candra; Handayani, Anik Nur; Patmanthara, Syaad; Eva, Nur
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 Adi Atmoko Akmalia Apsari, Diani Alwi, Muhammad Muhib An-Nisa, Lhulu Anik Nur Handayani Anjarie Dharmastuti Apsari, Diani Akmalia Arbin Janu Setiyowati, Arbin Ariga Bahrodin Arsyiatul Alfath , Esa Augusto Da Costa, Augusto Aulia Gustina Citra Auliya, Naila Putri Dita Azizan Fatimah Assyahro Berlian, Bintang Bisri, Moh. Budi Eko Soetjipto Budiyono, Alief Laili Dana, Titis Semara DIRGANTORO, AJAR Diya, Margareta Eko Wahyudi , Tedi Febriani, Evi Fifi Khoirul Fitriyah Fitrawan, La Ode Muhammad Fuadiyah, Aidah Fulgentius Danardana Murwani Halik, Halik Hanggara Budi Utomo Hanurawan, Fattah Hanurrawan, Fattah Helga Graciani Hidajat Henny Indreswari Hetti Rahmawati Hutasuhut, Ida Yuliana Ibrahim Bafadal Ika Andrini Farida IM. Hambali Imanuel Hitipeuw Jabbar, Asriullah Jalil, M Khoirudin Kartika Candra Kirana Khaerul Fahmi Khairul Bariyyah Khoirunnisa, Firdaus Lestari, Yufi Aris Lismaini, Lismaini M Ramli M. Ramli Machmudah Maizura, Nining Margaretta Erna Setianingrum Mulya, Rita Jaya Muntaz, Khansa Salsabila Muslihati Myra Wahyu Arsyilia , Ern Ninik Setiyowati Nur Hidayah Nur Mega Aris Saputra Nurrokhmatulloh, Nurrokhmatulloh Oktasari, Maria Olievia Prabandini Mulyana, Olievia Prabandini Pravissi Shanti Putri Cahyandari, Yenika Rachmawati Putri, Rachmawati RAHMAWATI, SEPTIA Rifa Hidayah Rizka Fibria Nugrahani Rosnani Rosnani Sa'dun Akbar Salsabila, Alwiyah Savira, Fira Triandini Selfilia Arum Kristanti Setiawan, Mei Shinta Shafie, Amin Al Haadie Siti Nurlaila, Siti Sofa, Ilma Ainu Solo, Dian Munasari Sri Andayani Sri Andayani Suhadianto, Suhadianto Suharni Suharni Supriatna, Ecep Syaad Patmanthara Temmy Setiawan, Temmy Topo, Lambertus Tutut Chusniyah Wahyudin, Herul Wulandari, Desri Zamli