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Wiji Lestari
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Journal : JOURNAL OF APPLIED INFORMATICS AND COMPUTING

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Personal Protective Equipment Completeness Monitoring System Using YOLO-Based Computer Vision Akmal, Baasith Khoiruddin; Lestari, Wiji; Pradana, Afu Ichsan
Journal of Applied Informatics and Computing Vol. 9 No. 4 (2025): August 2025
Publisher : Politeknik Negeri Batam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30871/jaic.v9i4.10172

Abstract

Workplace safety in the construction sector remains a critical concern, primarily due to low compliance with Personal Protective Equipment (PPE) standards. To address this, this study develops and evaluates a real-time PPE monitoring system, conducting a comparative analysis of two state-of-the-art object detection models: YOLOv8s and YOLOv11s. The system is designed to detect three essential PPE items: helmets, masks, and vests, and both models were trained on a custom dataset of 9,202 augmented images over 200 epochs. The final evaluation on an unseen test set revealed highly competitive performance. While YOLOv8s achieved a marginally higher mAP@0.5 (90.8%), YOLOv11s demonstrated superior precision (92.0%) and better performance on the stricter mAP@0.5:0.95 metric (54.4%). Based on this nuanced trade-off and its significantly higher computational efficiency (15% fewer parameters), YOLOv11s was selected as the optimal model. The chosen model achieved a real-time inference speed of approximately 112 FPS. A functional web-based prototype was developed using Flask to demonstrate the system's practical application. These findings confirm that YOLOv11s offers a more balanced and efficient solution for automating PPE compliance monitoring and highlight that a holistic evaluation beyond a single metric is crucial for deploying robust computer vision systems in real-world safety applications.
Co-Authors Afifa, Nadhira Nuraini Agustin, Heidy Akmal, Baasith Khoiruddin Al-am, Maftah Rozani Anissa, Lidya Ariasti, Dinar Asa Wahyu Purnama, Theodorus Atho’urrohman, Wifqi Atima, Vihi Awang Long, Zalizah binti Azizah, Nikmatul binti Rahmat, Azizah Cahya, Bambang Dwi Chandra, Dian Novita Dhiana, Azis Sukma Diana Sunardi Fadhillah, Dian Agil Farid Faqih, Muhammad Fariz, Nurwidya Florencia Grifit Joiner, Da Costa Hornay Hanafi, Christi Giovani Anggasta Hasanah, Herliyani Helena Fabiani Herawati Herawati Irawan, Rosyid Rafi Ismawati, Mega Yuniar Istiqomariyah, Ernita Jamaludin, Bani Lin, Kenzie Hara Maria Kanan Maulindar, Joni Muhtarom, Moh Mulyanto, Hari Nibras Faiq Muhammad Ninik Mudjihartini Novemy Triyandari Nugroho Pipin Widyaningsih Pradana, Afu Ichsan Prasetiyo, Dwi Pratiwi, Sandi Puspita Prawirohajo, Pukovisa Putra, Fendi Ardya Rahmawati, Anni Ray March Syahadat Reni Widyastuti Rifa'i, Rifan Ronaldi, Abon Rubeda, Syukril Agaba Kalis Rudi Susanto Saidek, Abdul Rahim Shirly Rizki Kusumaningrum Silviana Pebruary Soe, Calvin Johnson Cannavaro Sondang Ratnauli Sianturi Steffi Sonia Sudarsa, Caca Sulisyowati, Sulisyowati Sumarlinda, Sri Surya, Clarissa Winata Syahputra, Paisal Syam, Shaogi Tai, Jacky Anderson Thantawi, Tubagus Rifqy Victoria, Chelsea zulfa, nely