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Klasifikasi Motif Batik Nusantara Menggunakan Vision Transformer (ViT) Berbasis Deep Learning Fathurrahman, Imam; Djamaluddin, Muhammad; Amri, Zaenul; Wathani, M. Nurul
Infotek: Jurnal Informatika dan Teknologi Vol. 8 No. 2 (2025): Infotek : Jurnal Informatika dan Teknologi
Publisher : Fakultas Teknik Universitas Hamzanwadi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29408/jit.v8i2.31108

Abstract

Batik is a cultural heritage of Indonesia that reflects local philosophies and identities through its diverse motifs. In the digital era, automatic classification of batik patterns plays a crucial role in cultural preservation, education, and commercialization. This study aims to develop a batik motif classification system using Vision Transformer (ViT), a deep learning architecture based on self-attention capable of capturing global spatial relationships in images. The dataset comprises 800 images spanning 20 batik motif classes from various regions, divided into training and testing subsets. The ViT model was fine-tuned using pretrained weights from ImageNet-21k, with standard preprocessing and data augmentation applied to the training set. Model performance was evaluated using accuracy, precision, recall, F1-score, confusion matrix, and prediction visualization. Results indicate that ViT achieved an overall accuracy of 96%, with most classes recording F1-scores above 0.90. Evaluation on unseen batik images demonstrated excellent generalization capability, achieving 99.94% confidence in prediction. These findings suggest that ViT is an effective and efficient architecture for batik motif classification and offers valuable contributions to cultural preservation through artificial intelligence.
Pelatihan Networking Fundamental Dan Cyber Security Di SMK Al-Amin Kilang Guna Meningkatkan Kompetensi Guru Dan Siswa Sadali, Muhamad; Harianto, Harianto; Sudianto, Aris; Wasil, Muhammad; Mahpuz, Mahpuz; Suhartini, Suhartini; Ahmadi, Hamzan; Permana, Baiq Andriska Candra; Gunawan, Indra; Kertawijaya, Lalu; Fathurrahman, Imam
Jurnal Teknologi Informasi untuk Masyarakat Vol. 1 No. 1 (2023): Jurnal Teknologi Informasi untuk Masyarakat (Teknokrat)
Publisher : Universitas Hamzanwadi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29408/jt.v1i1.21409

Abstract

Vocational High School (SMK) is a formal education unit that organizes vocational education at the secondary education level as a continuation of SMP/MTs. There are several  programs specifically for SMK students to increase their scientific capacity and competence. Among the programs intended for SMK students are apprenticeship programs or field work practices (PKL), and UKK (Special Competency Test) which are held as graduation requirements. Furthermore, the program invites Guest Teachers from agencies or outside companies. Besides that, SMK students are also asked to create an entrepreneurship program to train students in the field of private entrepreneurship. The Informatics Engineering Study Program often conducts coaching as Guest Teachers for SMK students to improve their knowledge and skills. In addition, the Informatics Engineering Study Program, Faculty of Engineering, routinely organizes skills training every year to prepare for competency exams, where the competency skills that the Informatics Engineering study program has fostered include Expertise Competence in the fields of Computer and Network Engineering, Software Engineering and Multimedia, where the students who participated in this training came from several vocational high schools in East Lombok Regency. Therefore, to improve quality in terms of the quality of knowledge and skills for teachers and students, on this occasion the Informatics Engineering study program would like to hold a Skills competency training, especially in the field of computer and network engineering, to help teachers and students to have the knowledge and skills qualified. Teachers can provide sound knowledge and expertise to students so that students have good abilities and competencies according to the needs of the industrial world. Keywords: Computer Network Engineering, Training, SMK Expertise.
Pendampingan Pembuatan Sistem Informasi Wisata Berbasis Website Menggunakan Wordpress Desa Sajang Kecamatan Sembalun Wasil, Muhammad; Sudianto, Aris; Sadali, Muhamad; Permana, Baiq Andriska Candra; Mahpuz, Mahpuz; Suhartini, Suhartini; Ahmadi, Hamzan; Gunawan, Indra; Fathurrahman, Imam; Kertawijaya, Lalu; Harianto, Harianto
Jurnal Teknologi Informasi untuk Masyarakat Vol. 1 No. 2 (2023): Jurnal Teknologi Informasi untuk Masyarakat (Teknokrat)
Publisher : Universitas Hamzanwadi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29408/jt.v1i2.24765

Abstract

Currently, technological developments have developed very rapidly and quickly, bringing about very big changes because they make the information obtained available quickly, easily, accurately and not limited by place and time. One example of developments in the world of technology is internet technology. With the existence of internet technology, the dissemination of information becomes more practical and easy to access anywhere, anytime, and anyone can access the information. Internet technology not only has an effect on business or trade development, but also has a role in the tourism sector. Because with internet technology, the delivery of information on tourist attractions can be more connected or interactive and the information is easy to obtain. East Lombok Regency, in Sembalun sub-district, especially in Sajang village, there are potential tourist destinations such as Mount Rinjani, Camping Grounds, and Waterfalls as well as Agrotourism, namely Coffee Gardens. This service activity helps design a web-based information system using WordPress which can introduce tourism potential to the community and tourists who want to know about tourist attractions in Sajang village. Keywords: System, Information, Sajang village, Web
Pelatihan Microsoft Office untuk Meningkatkan Keterampilan Digital Remaja di Desa Menceh Fathurrahman, Imam; Usma Wardani, Iwan; Mu'Tashim, Aan; Pranata, Aditya; Maulidi, Dedi; Sholihah, Hikmatun; Sabirin Haris, M.; Zulkipli
Jurnal Teknologi Informasi untuk Masyarakat Vol. 2 No. 2 (2024): Jurnal Teknologi Informasi untuk Masyarakat (Teknokrat)
Publisher : Universitas Hamzanwadi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29408/jt.v2i2.28189

Abstract

In the digital era, the ability to operate office software such as Microsoft Office has become an essential need, including for the community of Menceh Village, East Lombok, who still face challenges in accessing technology and digital skills. With a population of 7,568, the majority being junior and senior high school students, limited facilities such as laptops and a lack of technological understanding hinder the learning process. Through the Microsoft Office training program (Word and Excel), the people of Menceh Village were given the opportunity to enhance basic computer skills, both to support formal education and to prepare for the workforce. Based on evaluations, this training successfully improved participants' abilities in creating school documents such as papers and proposals, as well as data management using Microsoft Excel. This program not only benefits the teaching and learning process but also equips participants with digital skills for a more competitive future.
Perancangan Runing Teks Sebagai Media Publikasi Di Kantor Desa Menceh Akbar, Taufik; Fathurrahman, Imam; Maulidi, Dedi; Haris, M.Sabirin; Pranata, Aditya; Sholihah, Hikmatun; Mu'Tashim, Aan
Jurnal Teknologi Informasi untuk Masyarakat Vol. 2 No. 2 (2024): Jurnal Teknologi Informasi untuk Masyarakat (Teknokrat)
Publisher : Universitas Hamzanwadi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29408/jt.v2i2.28404

Abstract

The development of information and communication technology currently plays a very important role in various aspects of life, including village government. The use of computerized technology and information systems can increase efficiency, accuracy and transparency in public services. The Menceh Village Office is a place where village residents can gather to carry out various village activities or events, such as socialization held by the village government, village meetings, managing correspondence, and other administrative activities. Apart from that, the Village Office also functions as a place that provides information for village residents. To complete the facilities there, we from the SDGs-Based Village Development KKN, Faculty of Engineering, Hamzanwadi University took the initiative to create running text that can be used to display information or announcements. Previously the Village Office did not have an information board. With running text to display important information at the Village Office, it is hoped that it will be able to help village residents in obtaining important information and announcements from the Menceh Village government.
Sistem Informasi Geografis Pemetaan Lokasi Stunting Di Desa Gereneng Timur Berbasis Web Fathurrahman, Imam; Suhartini, Suhartini; Ahmadi, Hamzan; Fathurrahman, Fathurrahman
Jurnal Komtika (Komputasi dan Informatika) Vol 6 No 2 (2022)
Publisher : Universitas Muhammadiyah Magelang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31603/komtika.v6i2.8157

Abstract

Cases of malnutrition often occur every year, one of them is in Gereneng Timur Village. Because the community's understanding of stunting is still lacking and it is difficult to obtain information quickly, it is a weakness for local governments to be able to identify locations affected by malnutrition. Case handling has also not been effective because data collection is still being carried out manually by the Village Maternity Boarding School (POLINDES) or the village government. The results of this researcher designed web-based software using the waterfall model in the development process and utilized the Geographic Information System (GIS) in mapping stunting locations in East Gereneng Village which aims to display location points along with the number of toddlers affected by stunting and information on how parents prevent stunting from an early age accessed by the community and village government.
UPAYA MEWUJUDKAN KELUARGA SAKINAH DALAM KELUARGA KARIR Fathurrahman, Imam; Tirmidzi, Tirmidzi
Dialog Legal: Jurnal Syariah, Jurisprudensi dan Tata Negara Vol. 1 No. 1 (2025): Januari
Publisher : Sekolah Tinggi Ilmu Syariah Wal Aqidah Ash-Shofa Manonjaya

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

Realizing the family of sakinah mawaddah and rohmah is the hope of every married couple. How happy to have a family filled with mutual love, love, protect and respect. But apparently realizing a family like that is not the work of turning the palm of the hand. It takes great effort and support from all parties in the family both father, mother and child. The role of the father is very important who acts as a priest who will lead his family in earning a living, providing security in the family. However, it is not uncommon for them to find a dead end, both with material kissing and the needy.