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 …

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 …

RWF-2000: An open large scale video database for violence detection

M Cheng, K Cai, M Li - 2020 25th International Conference on …, 2021‏ - ieeexplore.ieee.org
In recent years, surveillance cameras are widely deployed in public places, and the general
crime rate has been reduced significantly due to these ubiquitous devices. Usually, these …

Learning to detect violent videos using convolutional long short-term memory

S Sudhakaran, O Lanz - … on advanced video and signal based …, 2017‏ - ieeexplore.ieee.org
Develo** a technique for the automatic analysis of surveillance videos in order to identify
the presence of violence is of broad interest. In this work, we propose a deep neural network …

[HTML][HTML] 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 …

Protest activity detection and perceived violence estimation from social media images

D Won, ZC Steinert-Threlkeld, J Joo - Proceedings of the 25th ACM …, 2017‏ - dl.acm.org
We develop a novel visual model which can recognize protesters, describe their activities by
visual attributes and estimate the level of perceived violence in an image. Studies of social …

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 …

Robust real-time violence detection in video using cnn and lstm

AMR Abdali, RF Al-Tuma - 2019 2nd scientific conference of …, 2019‏ - ieeexplore.ieee.org
Detection of a violence event in surveillance systems is playing a significant role in law
enforcement and city safety. The effectiveness of violence event detectors measures by the …

Efficient violence detection using 3d convolutional neural networks

J Li, X Jiang, T Sun, K Xu - 2019 16th IEEE International …, 2019‏ - ieeexplore.ieee.org
Automatically analyzing violent content in surveillance videos is of profound significance on
many applications, ranging from Internet video filtration to public security protection. In this …