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All Journal JURNAL NASIONAL TEKNIK ELEKTRO JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING INTEGER: Journal of Information Technology Jurnal Sains dan Informatika JITK (Jurnal Ilmu Pengetahuan dan Komputer) Journal of Information Systems and Informatics Jurnal Teknologi Dan Sistem Informasi Bisnis Prosiding National Conference for Community Service Project JOURNAL OF INFORMATION SYSTEM MANAGEMENT (JOISM) Jurnal Pengabdian kepada Masyarakat Nusantara Telcomatics Journal of Information System and Technology (JOINT) INFORMATIKA Conference on Community Engagement Project (Concept) Social Engagement: Jurnal Pengabdian Kepada Masyarakat Madani: Jurnal Pengabdian Masyarakat dan Kewirausahaan
Nimatul Mamuriyah
Universitas Internasional Batam
Arts Humanities Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Mathematics Mechanical Engineering Social Sciences Other

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Journal : Journal of Information Systems and Informatics

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Evaluating YOLOv5 and YOLOv8: Advancements in Human Detection Ma Muriyah, Nimatul; Sim, Joel Hamim; Yulianto, Andik
Journal of Information System and Informatics Vol 6 No 4 (2024): December
Publisher : Universitas Bina Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51519/journalisi.v6i4.944

Abstract

The YOLO (You Only Look Once) method is a state-of-the-art approach in real- time object detection, known for its high-speed image processing capabilities. Recently YOLO versions have differed in performance, particularly in terms of detection accuracy and computational efficiency. The objective of this study is to assess the effectiveness and performance of YOLOv5 and YOLOv8 in real-time human detection applications using the SEMMA (Sample, Explore, Modify, Model, and Assess) methodology also. The dataset was processed through the Roboflow platform, which facilitated both the dataset management and the labeling process. Roboflow's tools streamlined the annotation of images, ensuring consistent labeling for deep learning model training and evaluation. F1 score, recall score, and precision score are compared both YOLOv5 and YOLOv8 to evaluate the performance of these architectures. The result of the evaluations shows that the performance of the YOLOv8 is better than the YOLOv5 which, YOLOv5 achieved F1-score equal 0.5865 (58%), recall score equal 0.83 (83%), and precision score of 0.4535 (45%). Meanwhile, YOLOv8 demonstrated better performance, with F1-score of 0.7921 (79%), recall score of 0.8289 (82%), and precision score of 0.7585 (75%). Base on the evaluations, we concluded that the performance of the YOLOv8 model is greater than the YOLOv5 model for Precision, and F1-Score, while YOLOv5 has slightly better score on recall. The contribution of this study is going to implemented into Audio guidance for the blind’s prototype that have been developing in previous study.
Co-Authors Agnes Doraresta Khatarina Tokan Alexander Alexander, Alexander Alfian Aziz Nasution Alif Tony Amos Girsang Andik Yulianto Anugrah Tri Novianto Arwa Meida Aninda Arya Salsabila Auliana Putri Aulia Ginda Putri Ayen Sephia Dhani Bantara, Arche Evangelista Carin, Valencia Chairunnisa Chairunnisa Chua, Hansen CINDY CINDY Deasy Deasy Delynn, May Dennis Fernando Derit Lim Dian Tresnawan EKO HAMDANI Erlina Erlina Febby Lionna Febrianti Febrianti Florensia Sutjiali Francisco, Leo Gilang Priyonggi Medansyah Hadi Hadi Hadi Hadi Haeruddin Haeruddin Haeruddin Hendra Son Simon Hendry Charles Hero, Hero Intania Syafrina Irene Juwita Depari Ivan Octovia Mandala Jackson Jackson, Jackson Jacky jacky Janati, Haura Anastasya Jason Sumantri Jimmy Martin Julyanto, Julyanto Katerina, Katerina Kenny Wilson Kerlin, Kerlin Kerry, Winson John Kevin Saputra Utomo Kusnan Kusnan Lie, Hose Armando Lina Lina Martin, Jimmy Meiliana Meriana, Angelina Meylarisman, Tasya Nina Pramita Nurwijayanti Ong, Verensia Peter Macnico Prasetyo, Stefanus Eko Putri Rahayu Reynaldi Arsani P Rezki Sari Putra Richard Riski Wulandari Hutagaol Rustandi, Jeffrey Sabariman Sabariman Saidah Dulfi Saputra, Ade Jaya Satria Wijaya Sijabat, Abner Onesimus Sim Hwa Hwa Sim, Joel Hamim Siregar, Syarah Difa Steven Kurniawan Susanti Susanti Tata Fransiska Putri Vanessa Aurelia Verliana Elzagi Vincent Ng Vincent Vannesse Ting Vlorecita, Vlorecita Wiewin Wiranata William Wijaya William William Winna Winna Wisnu Yuwono Yohanes Sibarani Yulianto, Andik