YOLOv5 for Road Events Based Video Summarization

N Saxena, MN Asghar - Science and Information Conference, 2023 - Springer
In recent years, metropolitan cities have seen a rapid rise in vehicular traffic, thereby
increasing the risk of accidents. Automatic detection of accidents will shorten the response …

Real-Time Event-Driven Road Traffic Monitoring System Using CCTV Video Analytics

M Tahir, Y Qiao, N Kanwal, B Lee, MN Asghar - IEEE Access, 2023 - ieeexplore.ieee.org
Closed-circuit television (CCTV) systems have become pivotal tools in modern urban
surveillance and traffic management, contributing significantly to road safety and security …

Dynamic video summarisation using stacked encoder-decoder architecture with residual learning network

M Dhanushree, R Priya, P Aruna… - … Journal of Intelligent …, 2024 - inderscienceonline.com
In the past decade, video summarisation has emerged as one of the most challenging
research fields in video understanding. Video summarisation is abstracting an original video …

Next-gen traffic rule violation detection using optimum feature extraction techniques on highway and toll tax using Raspberry-pi hardware

MR Purohit, AR Yadav, R Kumar… - 2022 2nd …, 2022 - ieeexplore.ieee.org
Across the globe, vehicle collision on roads results in the death/disabilities of people.
Moreover, it results in substantial monetary burden to the concerened people and other …

Smart surveillance based on video summarization: a comprehensive review, issues, and challenges

A Chauhan, S Vegad - … and Mobile Sustainable Networks: Proceedings of …, 2022 - Springer
In order to ensure the protection and safety of the public, intelligent video surveillance
systems are used in a wide range of applications to monitor events and analyze activities. A …

Improving Detection Performance of Helmetless Motorcyclists Using the Combination of HOG, HOP, and LDB Descriptors.

A Harjoko - … Journal of Intelligent Engineering & Systems, 2022 - search.ebscohost.com
A significant number of motorcyclists that do not wear helmets lose their lives during a traffic
accident, one of the major causes of death globally. This led to the design and development …