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 …

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 …

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 …

AI-assisted edge vision for violence detection in IoT-based industrial surveillance networks

FUM Ullah, K Muhammad, IU Haq… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Analyzing surveillance videos is mandatory for the public and industrial security.
Overwhelming growth in computer vision fields has been made to automate the surveillance …

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 …

Efficient two-stream network for violence detection using separable convolutional lstm

Z Islam, M Rukonuzzaman, R Ahmed… - … Joint Conference on …, 2021 - ieeexplore.ieee.org
Automatically detecting violence from surveillance footage is a subset of activity recognition
that deserves special attention because of its wide applicability in unmanned security …

Vd-net: An edge vision-based surveillance system for violence detection

M Khan, A El Saddik, W Gueaieb, G De Masi… - IEEE …, 2024 - ieeexplore.ieee.org
The automation of surveillance systems, driven by the rapid development of computer vision
technology, has significantly enhanced the analysis of surveillance videos, particularly in …

Crowd anomaly detection using aggregation of ensembles of fine-tuned convnets

K Singh, S Rajora, DK Vishwakarma, G Tripathi… - Neurocomputing, 2020 - Elsevier
Anomaly detection in crowded scenes plays a crucial role in automatic video surveillance to
avert any casualty in the areas witnessing the high amount of footfalls. The key challenge for …

An intelligent system for complex violence pattern analysis and detection

FUM Ullah, MS Obaidat, K Muhammad… - … journal of intelligent …, 2022 - Wiley Online Library
Video surveillance has shown encouraging outcomes to monitor human activities and
prevent crimes in real time. To this extent, violence detection (VD) has received substantial …

Violence detection in surveillance video using low-level features

P Zhou, Q Ding, H Luo, X Hou - PLoS one, 2018 - journals.plos.org
It is very important to automatically detect violent behaviors in video surveillance scenarios,
for instance, railway stations, gymnasiums and psychiatric centers. However, the previous …