JITA

JITA Journal of Information Technology and Applications

Vol. 14 No. 2 (2024): JITA - APEIRON

Vesna Radojcic, Milos Dobrojević

Transforming Traffic Safety: Detection of Car-Pedestrian Contact Using Computer Vision Technologies

Review paper

DOI: https://doi.org/10.7251/JIT2402104R

Abstract

This paper explores the integration of computer vision technologies to enhance traffic safety through the effective detection of car-pedestrian interactions. As urban environments become more congested, pedestrian safety remains a critical concern. The system’s performance was evaluated using real-life footage from vehicle-mounted cameras, as well as images and videos sourced from online platforms. These real-world scenarios enabled a detailed assessment of the system’s accuracy and efficiency in practical conditions. The study highlights the potential for significant improvements in traffic safety, particularly in Bosnia and Herzegovina, where over 38% of registered vehicles are older than 23 years, and nearly 62% exceed 14 years. The aging vehicle fleet heightens the risk of accidents, underscoring the need for advanced detection methods. The proposed system automates the identification of hazardous situations on roads, allowing timely responses from relevant authorities.

Keywords: Traffic safety, YOLOv8, Computer vision, OpenCV, Object detection

Vol. 14 No. 1 (2024): JITA - APEIRON

Vladimir Radovanović, Olja Krčadinac, Jasmina Perišić, Marina Milovanović, Željko Stanković

Comparison Of Agile And Devops Methodologies: Analysis Of Efficiency, Flexibility, And Application In Software Development

Review paper

DOI: Https://Doi.Org/10.7251/JIT2401078R

Abstract

This paper provides a concise overview of Agile and DevOps methodologies in software engineering. It aims to introduce readers to the fundamental principles of Agile and DevOps, accompanied by brief descriptions and practical examples. The advantages and disadvantages of each methodology are discussed, followed by a comparative analysis highlighting key differences. Understanding these methodologies is crucial in today’s IT landscape, as they are commonly employed in various organizations, impacting project management, team collaboration, and product delivery. This paper serves as a valuable resource for individuals seeking a basic understanding of Agile and DevOps methodologies in software engineering.

Keywords: Agile Methodology, DevOps Methodology, Software Engineering, Comparative Analysis, Software Development

Vol. 14 No. 2 (2024): JITA - APEIRON

Vesna Radojcic, Milos Dobrojević

Transforming Traffic Safety: Detection of Car-Pedestrian Contact Using Computer Vision Technologies

Review paper

DOI: Https://Doi.Org/10.7251/JIT2402104R

Abstract

This paper explores the integration of computer vision technologies to enhance traffic safety through the effective detection of car-pedestrian interactions. As urban environments become more congested, pedestrian safety remains a critical concern. The system’s performance was evaluated using real-life footage from vehicle-mounted cameras, as well as images and videos sourced from online platforms. These real-world scenarios enabled a detailed assessment of the system’s accuracy and efficiency in practical conditions. The study highlights the potential for significant improvements in traffic safety, particularly in Bosnia and Herzegovina, where over 38% of registered vehicles are older than 23 years, and nearly 62% exceed 14 years. The aging vehicle fleet heightens the risk of accidents, underscoring the need for advanced detection methods. The proposed system automates the identification of hazardous situations on roads, allowing timely responses from relevant authorities.

Keywords: Traffic safety, YOLOv8, Computer vision, OpenCV, Object detection