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All Journal Journal of Marine Research Jurnal Ekonomi dan Kewirausahaan Indonesian Journal of Urology DERIVATIF Desimal: Jurnal Matematika Adi Widya : Jurnal Pengabdian Masyarakat JMM (Jurnal Masyarakat Mandiri) JURNAL EKSBIS KREATIF : Jurnal Ilmiah Prodi Manajemen Universitas Pamulang Jurnal Teknologi Dan Sistem Informasi Bisnis Jurnal Akuntansi dan Manajemen Jurnal Komunitas: Jurnal Pengabidian Kepada Masyarakat EDUNursing Jurnal Manajemen Bisnis Eka Prasetya Jurnal Informatika Terpadu Wasana Nyata Action Research Literate (ARL) JAMBURA: JURNAL ILMIAH MANAJEMEN DAN BISNIS Indonesian Journal of Business, Accounting and Management Journal of Management, Accounting, General Finance and International Economic Issues (MARGINAL) Digital Transformation Technology (Digitech) Prosiding University Research Colloquium Jurnal Riset Rumpun Ilmu Teknik (JURRITEK) Journal of Artificial Intelligence and Digital Business eProceedings of Engineering Jurnal Ekonomi Kreatif dan Manajemen Bisnis Digital (JEKOMBITAL) WASANA NYATA Jurnal Social Society PENG: Jurnal Ekonomi dan Manajemen The Indonesian Journal of Computer Science DBESTI: Journal of Digital Business and Technology Innovation Jurnal Ilmu Informasi, Perpustakaan, dan Kearsipan
Edi Wibowo
Program Studi Ilmu Kelautan, Fakultas Perikanan dan Ilmu Kelautan, Universitas Diponegoro
Humanities Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Medicine & Pharmacology Nursing Public Health Social Sciences Veterinary Other

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Journal : The Indonesian Journal of Computer Science

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Klasifikasi Gerakan Olahraga Panahan Menggunakan YOLO dan Metode LSTM Adriansyah, Ahmad Rio; Wibowo, Edi; Panji, Krisna
The Indonesian Journal of Computer Science Vol. 14 No. 3 (2025): The Indonesian Journal of Computer Science
Publisher : AI Society & STMIK Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33022/ijcs.v14i3.4664

Abstract

The classification of archery movements presents a significant challenge in the development of technology to support athlete training. This study aims to develop an archery movement classification system using a combination of YOLO for pose detection and Long Short-Term Memory (LSTM) for temporal classification. The system processes archery training videos into a sequence of images. The aim of this research is to train LSTM model to recognize patterns from four predefined archery movement classes: stand, extend, hold, and release. Evaluation results show that the system achieved an accuracy of 64.47%. Furthermore, analysis using precision, recall, and F1-score metrics indicates varying performance across the movement classes, with the highest F1-score of 83.75% achieved in the release class. This study contributes to the development of machine learning-based technology to support sports training, particularly in archery, by offering a data-driven approach capable of automatically recognizing and evaluating athletes' movements.
Co-Authors Adi, Tita Ria Aditya, Muhamad adriansyah, ahmad rio Agustin Azzahra, Mega Aklif Reza Muttaqin Amalia Amalia Ana Farida Ulfa, Ana Farida Anita, Theresia Denis Antikasari, Destia Silvi Ardiyanto, Yayan Awaliyah, Rita Azizah , Feronika Martha Bagus Eko Hardiono Berlian, Anggix Monix Febri DEWI SAPTANTINAH PUJI ASTUTI Diana Tri Lestari Dona Dinda Pratiwi Dorothea Ririn Indriastuti Estuti Fitri Hartini Fadhliansyah, Ahmad Fathy Shiroth, Salman Febrianto, Akbar Indriastuti, D. Ririn Iryanti, Rizki Novita Jayadi Jayadi Kenjam, Dionisia Oktavia Kharis Triyono Kristanto Saputra, Bayu Lukman Rosyidi Maidarti, Titin Marjam Desma Rahadhini Merkuria Karyantina Mudinillah, Adam Mutakin, Agus Jenal Nanik Suhartatik Nasrul Nasrul Novita Putri, Erlinda Nuswandari , Inti Nuswandari, Inti Oktaviana, Rizka Azimatul Ola, Damas Ivan Paksi Satyagraha Panji, Krisna Prasetya, Riky Pratama, Irfan Prayoga Nugraha Taunay R.I.U, Amaliyah Rafiq, Muhammad Nur Ramadhani, Syifa Sukma Ranjani, Efti Adellia Retno Hartati Rina Susanti Rusmanto Saptono, Henry Setyaningsih Sri Utami Setyaningsih SU Shelviana, Mira Sri Redjeki Sugiarto, Catur Sumaryanto Sumaryanto, Sumaryanto Syihab, Rafi Zahran Tamara Adriani Salim Tsabitah, Haura Umi Faridah Wicaksana, Adriansyah Mahesa Widayat, Berliana Christian Widyastuti, Anik Yulianingsih, Amika Zainal Arifin