Resumen
In this project, a neuronal network-based computer vision model was created using YOLOv8m to identify the proper and improper use of safety harnesses in industrial environments. Libraries such as OpenCV, NumPy, Pytorch and Ultralytics were used for this purpose, enabling effective model training. The results indicate an accuracy of 91.5% and an F1-score of 88%, demonstrating robust performance. This work supports the automated monitoring of tasks at height with the aim of reducing workplace incidents. Additionally, the future incorporation of the custom YOLOv8m model into real-time monitoring system is proposed, thus reinforcing the safety culture in the workplace.
| Título traducido de la contribución | Development of a Computer Vision System to Detect Correct and Incorrect Use of Safety Harnesses in Real Time. |
|---|---|
| Idioma original | Español |
| Título de la publicación alojada | CISCI 2025 - Vigesima Cuarta Conferencia Iberoamericana en Sistemas, Cibernetica e Informatica, Vigesimo Segundo Simposium Iberoamericano en Educacion, Cibernetica e Informatica, SIECI 2024 - Memorias |
| Editores | Nagib C. Callaos, Jeremy Horne, Belkis Sanchez, Andres Tremante |
| Editorial | International Institute of Informatics and Cybernetics |
| Páginas | 318-327 |
| Número de páginas | 10 |
| Edición | 2025 |
| ISBN (versión digital) | 9781950492879 |
| DOI | |
| Estado | Publicada - 2025 |
| Evento | Vigesima Cuarta Conferencia Iberoamericana en Sistemas, Cibernetica e Informatica, CISCI 2025 and Vigesimo Segundo Simposium Iberoamericano en Educacion, Cibernetica e Informatica, SIECI 2025 - 24th Ibero-American Conference on Systems, Cybernetics and Informatics, CISCI 2025 and 22nd Ibero-American Symposium on Education, Cybernetics and Informatics, SIECI 2025 - Virtual, Online Duración: 9 set. 2025 → 12 set. 2025 |
Conferencia
| Conferencia | Vigesima Cuarta Conferencia Iberoamericana en Sistemas, Cibernetica e Informatica, CISCI 2025 and Vigesimo Segundo Simposium Iberoamericano en Educacion, Cibernetica e Informatica, SIECI 2025 - 24th Ibero-American Conference on Systems, Cybernetics and Informatics, CISCI 2025 and 22nd Ibero-American Symposium on Education, Cybernetics and Informatics, SIECI 2025 |
|---|---|
| Ciudad | Virtual, Online |
| Período | 9/09/25 → 12/09/25 |
Palabras clave
- Computer vision
- industrial safety
- neuronal networks
- Python
- real-time detection
- safety harness
- YOLOv8m
Huella
Profundice en los temas de investigación de 'Desarrollo de un Sistema de Visión Artificial para Detectar el Buen y Mal Uso del Arnés de Seguridad en Tiempo Real'. En conjunto forman una huella única.Citar esto
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