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 …

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 …

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
Developing 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 …

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 …

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 …

Bidirectional convolutional lstm for the detection of violence in videos

A Hanson, K Pnvr, S Krishnagopal… - Proceedings of the …, 2018 - openaccess.thecvf.com
The field of action recognition has gained tremendous traction in recent years. A subset of
this, detection of violent activity in videos, is of great importance, particularly in unmanned …

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 …

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 …