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All Journal Jurnal Ilmu Tanah dan Lingkungan (Journal of Soil Science and Environment) Parole: Journal of Linguistics and Education Journal of Marine Research Jurnal Ilmu Manajemen (JIM) Jurnal Mahasiswa Farmasi Fakultas Kedokteran dan Ilmu Kesehatan UNTAN Jurnal Akuntansi dan Sistem Teknologi Informasi Kreano, Jurnal Matematika Kreatif-Inovatif JAM : Jurnal Aplikasi Manajemen Jurnal Ijtimaiyya Tadrib: Jurnal Pendidikan Agama Islam Classroom Action Research Journal (CARJO) ANNALES BOGORIENSES Pendas : Jurnah Ilmiah Pendidikan Dasar Dinamis : Journal of Islamic Management and Bussiness HARMONI Culturalistics: Journal of Cultural, Literary, and Linguistic Studies JURNAL PENDIDIKAN TAMBUSAI Jurnal Basicedu AT-TA`DIB Aulad : Journal on Early Childhood PengabdianMu: Jurnal Ilmiah Pengabdian kepada Masyarakat ADLIYA: Jurnal Hukum dan Kemanusiaan Jurnal Riset Kesehatan Poltekkes Depkes Bandung Musamus Journal of Agribusiness Social, Humanities, and Educational Studies (SHEs): Conference Series Auladuna : Jurnal Prodi Pendidikan Guru Madrasah Ibtidaiyah Transformasi : Jurnal Pendidikan Matematika dan Matematika International Journal of Economics, Business and Accounting Research (IJEBAR) Jurnal Karinov PRIMA: Journal of Community Empowering and Services INTEGRITAS : Jurnal Pengabdian Journal of Nursing and Public Health (JNPH) TIN: TERAPAN INFORMATIKA NUSANTARA Jurnal Graha Pengabdian Jurnal Teknik Informatika (JUTIF) Indonesian Journal of Health Sciences Research and Development (IJHSRD) Jurnal Ilmiah Wahana Pendidikan Komitmen : Jurnal Ilmiah Manajemen Jurnal Media Akuntansi (MEDIASI) Fruitset Sains : Jurnal Pertanian Agroteknologi Abdi Psikonomi Jurnal Ilmiah Buana Bastra: Bahasa, Susastra, dan Pengajarannya International Journal of Humanities Education and Social Sciences International Journal of Education and Social Science (IJESS) JDEP (Jurnal Dinamika Ekonomi Pembangunan) Jurnal Basicedu Abdimas Indonesian Journal Journal of Health Technology Assessment in Midwifery Research Horizon Aksa : Jurnal Desain Komunikasi Visual PPSDP International Journal of Education Sepakat : Sesi Pengabdian Kepada Masyarakat Jurnal Pustaka Keperawatan Sungging VISA: Journal of Vision and Ideas Celebes Journal of Community Services Jurnal Abdimas Peradaban SENMEA Jurnal Multidisiplin Jurnal Sains dan Kesehatan Jurnal Pendidikan Anak Jurnal Riset Keperawatan dan Kesehatan Innovative Journal of Community Engagement (IJCE) Annales Bogorienses Jurnal Bidan Mandiri
Dwi Wulandari
Research Center for Biotechnology, Indonesian Institute of Sciences-LIPI, Bogor
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Balinese Statue Image Classification Using Transfer Learning: A Comparative Study of MobileNetV3 and EfficientNetV2 Wulandari, Dwi; Iswara, Ida Bagus Ary Indra; Yudi Antara, I Gede Made; Putra Asana, I Made Dwi; Gandika Supartha, I Kadek Dwi
Jurnal Teknik Informatika (Jutif) Vol. 7 No. 2 (2026): JUTIF Volume 7, Number 2, April 2026
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2026.7.2.5556

Abstract

Balinese sculpture is an important form of cultural heritage that exhibits high visual diversity in terms of shape, structure, and carving style, which makes manual identification and documentation challenging. Previous studies on automated statue classification have generally focused on limited sculpture categories and therefore do not fully represent the visual diversity of Balinese sculptures. This study aims to develop an automatic image classification model capable of recognizing multiple Balinese statue categories using transfer learning and fine-tuning strategies. The proposed approach compares two convolutional neural network architectures, MobileNetV3 and EfficientNetV2, across eight statue classes: Dewa, Dewi, Mitologi, Penabuh, Pengapit, Punakawan, Raksasa, and Wanara. A dataset of 8,400 images was constructed from three-dimensional video documentation to capture multiple viewing angles of each statue. The images were processed through frame extraction, resizing, normalization, data augmentation, and dataset splitting. Model training was conducted in two stages, consisting of transfer learning followed by fine-tuning using reduced learning rates. Experimental results indicate that both models achieve high classification performance on the test dataset. MobileNetV3 obtained the highest test accuracy of 99.64% with a loss value of 0.0119, while EfficientNetV2 achieved an accuracy of 98.56% with a loss of 0.0613. These findings demonstrate that lightweight architectures can deliver competitive performance when supported by appropriate training strategies. This study provides a comparative evaluation of efficient deep learning models for cultural heritage image classification and supports the development of more reliable and systematic digital documentation of Balinese sculptures.
PENERAPAN MEDIA WORDWALL SEBAGAI ALAT PEMBELAJARAN INTERAKTIF PADA MATA PELAJARAN IPAS KELAS IV Wulandari, Dwi; Ratih Ratnasari, Dewi; Isnaini Damayanti, Maryam; Sulistriyaniva, Ratna
Pendas : Jurnal Ilmiah Pendidikan Dasar Vol. 9 No. 2 (2024): Volume 09 No. 2 Juni 2024
Publisher : Program Studi Pendidikan Guru Sekolah Dasar FKIP Universitas Pasundan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.23969/jp.v9i2.13964

Abstract

This research is to increase students' interest in learning in science and science subjects, animal life cycle material. Learning will be more interesting if you use interactive media. Wordwall media is interactive media because it utilizes technology and provides an interesting learning experience for students. This research is a type of descriptive research and uses a qualitative approach. The data collection techniques used were observation, questionnaires and interviews. The subject of this research was class IV at SDN Sugihwaras Sidoarjo. The data analysis techniques used in this research are data reduction, data presentation, and drawing conclusions. The validity of this research is by using triangulation techniques. The results of this research show that the application of wordwall-based interactive media was successfully implemented and was able to increase students' interest in learning. And students like learning using wordwall interactive media.
Co-Authors 'Azmii, Naufal Nuur ., SEPTIYANTI Abdul Aris, M. Abdullah, Sofwan Siddiq Adetya, Nais Pinta Adhinianti, Zalfaa Fikriyya Adinata, Aqilla Tri Adiyaksa, Ivan Khofian Affero Ismail, Affero Afif Noor Agus Hermanto Ahmad Fauzan Ahmad Syaripudin Ajie, Baskoro Akbar, Moh. Ali Alfiana, Serefina Alfiota, Syf. Ine Alifia Revan Prananda Amar, Rizki Oktavianti Andi Basuki, Andi Andini, Riky Cahya Andri Eko Putra, Andri Eko Anggraeni, Sefira Oktavia Annisa, Rahma Anzela, Vera Anzela, Vera Arbin Janu Setiyowati, Arbin Ari Gunawan Arido Laksono Arsiana, Dian Aruna, Alby Asana, I Made Dwi Putra Asepta, M Asfan, Muhammad Astuti, Melina Yuni Ayunin, Qurrota Ayunin, Salsabella Qurrota Azamris, Azamris Azamris, Azamris Bagus Shandy Narmaditya Bambang Widarno Bayu Saputra BUGI RATNO BUDIARTO Bulu, Atalia Tamo Ina Cahayati, Nila Cahyadi, Petrus Cahyadi, Petrus Candria, Mytha Cassandra Permata Nusa Cipto Wardoyo Darmawati, Entien Desriani Desriani Dewati, Niken Ayu Dewi, Dinie Anggraeni Dian Septi Nur Afifah Dinata, Vania Mitzi Djunaidi Djunaidi Dwi Faqihatus Syarifah Has Edsantrika, Shandra Novia Effendi, Darwin Eka Legya Frannita Ella Nurlaella Hadi Elly, Nur - Ernalem Bangun Ervia Yudiati Fajariant, Otto Farizky, Aisyah Chairunnisa Fatihah Fikri Aulia Firdaus, Zulfan Al Fitriana . Fuad Indra Kusuma Furi Furnamasari, Yayang Gandika Supartha, I Kadek Dwi Gita Mulyasari Grisvia Agustin Halim, Muhammad Arsyad Hanifah, Hanifah Wanda Wahyu HARDINA, SRI Hasnan, Haikal Haya, Aqilla Fadia Heltty Heltty Hendri Hermawan Henny Henny, Henny Hermansyah Hermansyah Hermawati Hermawati, Hermawati Heru Budi Susanto, Heru Budi Husna, Inayatul I Gede Made Yudi Antara Ida Bagus Ary Indra Iswara Ike Ratnawati Imam Mukhlis Imawati, Sri Indra, Rani Lisa Indriati, Nur Isna Nurhayati, Isna Ita Riniatsih Karima, Ummul Kartika, Defi Eka Kartini, Dewi Kurnia, Septiani Tambang Kurniawati, Rizki Dwi Kusuma, Kusuma Lestari, Cadestri Brilliant Lestari, Mas roro Diah Wahyu Levy, Dea Levy, Dea Linda Seprillina Lisnawati Rachmadi Lubis, Dina Mariana Uli Luluk Yuliati M. Chaerul Rizky Mahadewi, Kirana Marcelliantika, Adinda MARYAM ISNAINI DAMAYANTI Maryam, Sinta Dewi Maulana, Afnan Barkah N. G. A. A. S. Melinda, Meisya Meriyati Meriyati Miftahul Jannah Mohamad Andrie Mohammad Faizal Amir Muhammad Ikhsan Mujiyati Naimah Putri Nanik Lutfiyah NILA RAHMAWATI Ningrum, Linda Agustin Nur Hayati Nurohmah, Ai Nurul Nursilawati, Nursilawati Nurwantoro Oktariansyah Oktariansyah, Oktariansyah Otto Fajarianto Pambudi, Istighfarany Aishwarya Salma Pebriani, Linda Prana, Titik K Prasetyo, Abdul Rahman Prasetyo, Didi Yudha Priamsari, Margaretha Retno Prihantini Prihantini Pujo Widodo, Pujo Purnama, Ningtias Putra Hilmi Prayitno Putra, Hilmy Aditama Surya R. Lukas Martindro Satrio Ari Wibowo, R. Lukas Martindro Satrio Ari RAHAYU WIDYASTUTI Rahmadani, Elsi Rahmawati, Atiqa Rahmawati, Rahmawati Rahyu Setiani Ramdhani, Hikmat Rani, Maesa Rani, Maesa Rasyid, T. Abdur Ratih Ratnasari, Dewi RATNADHIYANI, ANDITHA Regilsa, M. Reswita Reswita, Reswita Retno Wulandari Riyadi, Eirene Yonastasia Rizki Firmansyah Robbika, Fadzkurisma S.Pd. M Kes I Ketut Sudiana . Sabilla, Annisa Safitri, Andriani Safitri, Ramdani Sandra Sandra Santi, Dhira Santosa, Eka Budhi Saputra, Miftahul Hilda Saputri, Dela Refi Novi Sawal, Rizky Ardian Hartanto Selamet Joko Utomo, Selamet Joko Septiyanti, Septiyanti Shirly Rizki Kusumaningrum Siti Jamilah Situmorang, Anggi Ardani Br Sri Widowati Subiyantoro Suci Oktavia, Suci Sudarno Sudarno Sukma Nuswantara Sukma, Muhammad Abi Sulistriyaniva, Ratna Surya, Eka Putri Suwarno, Panji Syafruddin, Afis Baghiz Syaifruddin, Afis Baghiz Syarifa, Najwa Kamila Thomas Soseco Titik K. Prana, Titik K. Tjahjani M. Sudiro Tjandra, Lukas D Tjandra, Lukas D Tranggana, Wisnu Lintang Triana Lestari Triana Rejekiningsih dkk Triono Ali Mustofa Trnmiyati, Eko Valentine, Fatresia Vidya Purnamasari Vivekanantharasa, Raveenthiran VIVIYANI, TIARA Wahyuni, Khusniyatul Waliyanti, Ema Wardani, Vindi Kusuma Warisman, M Ali Warisman, M. Ali Widyowati, Henni Widyowati, Henni Wijaya, Andra Saferi Wijaya, Ginanjar Atma Wikan Budi Utami Winarning Winarning, Winarning Wintari Taurina Wulandari, Widia Ayu Yuliatmo, Ragil Yuningsih, Neni Misna Yusuf Tri Herlambang, Yusuf Tri Zahra, Mutiah Az Zuhud, Evrizal A M Zulfi Hendri