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All Journal Seminar Nasional Aplikasi Teknologi Informasi (SNATI) Jurnal Simetris Jurnal Simantec Prosiding SNATIKA Vol 01 (2011) Jurnal Teknologi Informasi dan Ilmu Komputer Jurnal IPTEK-KOM (Jurnal Ilmu Pengetahuan dan Teknologi Komunikasi) KLIK (Kumpulan jurnaL Ilmu Komputer) (e-Journal) Journal of Information Technology and Computer Science (JOINTECS) Network Engineering Research Operation [NERO] Generation Journal Jurnal ABDINUS : Jurnal Pengabdian Nusantara JATI (Jurnal Mahasiswa Teknik Informatika) JTECS : Jurnal Sistem Telekomunikasi Elektronika Sistem Kontrol Power Sistem dan Komputer International Journal of Robotics and Control Systems Joutica : Journal of Informatic Unisla Digital Transformation Technology (Digitech) Jurnal: International Journal of Engineering and Computer Science Applications (IJECSA) Jurnal Maklumatika Prosiding SEMNAS INOTEK (Seminar Nasional Inovasi Teknologi) NERO (Networking Engineering Research Operation) Jurnal Pengabdian Masyarakat Nusantara JISCOMP (Journal of Information System and Computer)
Resty Wulanningrum
(SINTA ID : 5986827) Prodi Teknik Informatika, Universitas Nusantara PGRI Kediri
Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Library & Information Science Mathematics Mechanical Engineering Social Sciences Transportation

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Deteksi dan Klasifikasi Kue Tradisional Indonesia Menggunakan YOLOv8 Mustofa, Arin Ayu Silvyani; Wulanningrum, Resty; Sahertian, Julian
NERO (Networking Engineering Research Operation) Vol 10, No 1 (2025): Nero - 2025
Publisher : Jurusan Teknik Informatika Fakultas Teknik Universitas Trunojoyo Madura

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21107/nero.v10i1.30177

Abstract

Indonesian traditional cakes are part of the cultural heritage, characterized by their rich flavors, unique forms, and significant historical value. However, the lack of recognition among younger generations necessitates a new approach to preservation efforts. This study aims to develop an image processing-based detection system for traditional cake types using the YOLOv8 algorithm. The five types of cakes identified in this research are lumpur cake, lapis cake, wingko cake, dadar gulung cake, and putu ayu cake. The image dataset was obtained through a combination of direct image capture and public datasets, and was manually annotated using the Roboflow platform. The model was trained using the PyTorch framework and evaluated based on precision, recall, F1-score, and mean Average Precision (mAP) metrics. Experimental results show that the system achieved an average mAP of 89.9% and an F1-score of 86.5%, with a relatively low classification error rate. These findings indicate that the YOLOv8 algorithm is effective in detecting visually similar objects and holds significant potential for application in the digital preservation of culinary heritage. The system can also be further developed as a technology-based educational medium to support the conservation of Indonesia’s local culinary wealth.Keywords: YOLOv8, Object Detection, Cake Traditional, Image Processing, Computer Vision
Co-Authors Abu Tholib Achmad Iqbal Maulana Achmad Zainul Karim Aeri Rachmad Afizza Fikri Kurniawan Ahmad Bagus Setiawan Ahmad Fakhruddin Luthfi Aji Prasetya Wibawa Aminuyati Andrean Ferdyana Vabian Eka Sakti Anggi Nur Fadzila Anggi Wahyu Triprasetyo Anik Nur Handayani Ardi Sanjaya Arsyad, Nandito Pramudya Asmoro, Shandy Sadewa Asna Maulian Amroni Maulian Amroni Asri, Puput Puji Bagus Fadzerie Robby Cholid Ilham Isniawan Christa Witta Putra Santoso Dadi Setyawan Danar Putra Pamungkas, Danar Putra Daniel Swanjaya Daniel Swanjaya2 Desi Dwi Kurniawati Dhela Melani Winandari Dimas Eri Kurniawan Doni Abdul Fatah Donny Firdani Ella Okta Viana Ema Utami Erna Daniati Fadli Hidayat, M. Noer Fadli, Abi Ihsan Fadzerie Robby, Bagus Fatkur Rhohman, Fatkur Firmansyah, Muhammad Kukuh Frisca Ayu Fatika Sari Gadang Putro Bagus Setiyawan Heffi Awang Cahya Heru Suhartono, Wawan Heru Wahyu Herwanto Hidayah, Alvi Nurul Intan Nur Farida Iswoyo, Yodhi Pratama Jauhari, Nur Mohamad Iqbal Juli Sulaksono Julian Sahertian Krisnawan, Apreado Gilang Made Ayu Dunia Widyadara Made Ayu Dusea Widya Dara Miftachul Ludfie Millenialdo Yanuar Ilham Moh Imam Yusuf Mustofa Muhaimin, Mohammad Aqil Muhamad Yusup Efendi Muhammad Abdul Aziz Mustofa, Arin Ayu Silvyani Muttaqien, Hidayatul N.S.A, M Mukhlish Nandha Vera Wihra Lelitavistara Nandha Vera Wihra Lelitavistara, Nandha Vera Wihra Naufal Muji Dwicahyo Nugraha, Reza Setya Nur Mohamad Iqbal Jauhari Iqbal Jauhari Nurul Mahpiroh Patmi Kasih Ratih Kumalasari Niswatin Reza Mawarni Risa Helilintar Risky Aswi R, Risky Rohmat Syamsul Huda Roni Heri Irawan Rony Heri Irawan Ruruh Andayani Bekti, Ruruh Andayani salma - alawiyah Sandhi Kurniawan Sari, Lya Rosita Sinta Sanora Siregar, Muhammad Fariz Hardiansyah Siti Rochana Sri Rahayu Supri yono Teguh, Aji Triyo Kristantio Ulfatus Syaidah Wahyu Cahyo Utomo Wijayanto, Muhammad Farid Zakaria, Reza Naim