Abnormal behavior recognition for intelligent video surveillance systems: A review

AB Mabrouk, E Zagrouba - Expert Systems with Applications, 2018 - Elsevier
With the increasing number of surveillance cameras in both indoor and outdoor locations,
there is a grown demand for an intelligent system that detects abnormal events. Although …

A comprehensive review on vision-based violence detection in surveillance videos

FUM Ullah, MS Obaidat, A Ullah, K Muhammad… - ACM Computing …, 2023 - dl.acm.org
Recent advancements in intelligent surveillance systems for video analysis have been a
topic of great interest in the research community due to the vast number of applications to …

Violence detection using spatiotemporal features with 3D convolutional neural network

FUM Ullah, A Ullah, K Muhammad, IU Haq, SW Baik - Sensors, 2019 - mdpi.com
The worldwide utilization of surveillance cameras in smart cities has enabled researchers to
analyze a gigantic volume of data to ensure automatic monitoring. An enhanced security …

Efficient violence detection in surveillance

R Vijeikis, V Raudonis, G Dervinis - Sensors, 2022 - mdpi.com
Intelligent video surveillance systems are rapidly being introduced to public places. The
adoption of computer vision and machine learning techniques enables various applications …

State-of-the-art violence detection techniques in video surveillance security systems: a systematic review

B Omarov, S Narynov, Z Zhumanov, A Gumar… - PeerJ Computer …, 2022 - peerj.com
We investigate and analyze methods to violence detection in this study to completely
disassemble the present condition and anticipate the emerging trends of violence discovery …

A review on state-of-the-art violence detection techniques

M Ramzan, A Abid, HU Khan, SM Awan, A Ismail… - IEEE …, 2019 - ieeexplore.ieee.org
With the rapid growth of surveillance cameras to monitor the human activity demands such
system which recognize the violence and suspicious events automatically. Abnormal and …

An overview of violence detection techniques: current challenges and future directions

N Mumtaz, N Ejaz, S Habib, SM Mohsin… - Artificial intelligence …, 2023 - Springer
Abstract The Big Video Data generated in today's smart cities has raised concerns from its
purposeful usage perspective, where surveillance cameras, among many others are the …

Fight recognition in video using hough forests and 2D convolutional neural network

I Serrano, O Deniz… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
While action recognition has become an important line of research in computer vision, the
recognition of particular events, such as aggressive behaviors, or fights, has been relatively …

Cover the violence: A novel Deep-Learning-Based approach towards violence-detection in movies

SU Khan, IU Haq, S Rho, SW Baik, MY Lee - Applied Sciences, 2019 - mdpi.com
Movies have become one of the major sources of entertainment in the current era, which are
based on diverse ideas. Action movies have received the most attention in last few years …

A novel violent video detection scheme based on modified 3d convolutional neural networks

W Song, D Zhang, X Zhao, J Yu, R Zheng… - IEEE Access, 2019 - ieeexplore.ieee.org
Violent video constitutes a threat to public security, and effective detection algorithms are in
urgent need. In order to improve the detection accuracy of 3D convolutional neural networks …