A comprehensive study towards high-level approaches for weapon detection using classical machine learning and deep learning methods

P Yadav, N Gupta, PK Sharma - Expert Systems with Applications, 2023 - Elsevier
Surveillance systems do not give a rapid response to deal with suspicious activities such as
armed robbery in public places. Consequently, there is a need for technology that can …

Weapon detection in real-time cctv videos using deep learning

MT Bhatti, MG Khan, M Aslam, MJ Fiaz - Ieee Access, 2021 - ieeexplore.ieee.org
Security and safety is a big concern for today's modern world. For a country to be
economically strong, it must ensure a safe and secure environment for investors and tourists …

Real-time abnormal object detection for video surveillance in smart cities

PY Ingle, YG Kim - Sensors, 2022 - mdpi.com
With the adaptation of video surveillance in many areas for object detection, monitoring
abnormal behavior in several cameras requires constant human tracking for a single camera …

Automatic handgun detection alarm in videos using deep learning

R Olmos, S Tabik, F Herrera - Neurocomputing, 2018 - Elsevier
Current surveillance and control systems still require human supervision and intervention.
This work presents a novel automatic handgun detection system in videos appropriate for …

A handheld gun detection using faster r-cnn deep learning

GK Verma, A Dhillon - Proceedings of the 7th international conference …, 2017 - dl.acm.org
Today's, most of the criminal activities are taken place using handheld arms particularly gun,
pistol and revolver. Several surveys revealed that hand held gun is the foremost weapon …

Crime intention detection system using deep learning

UV Navalgund, K Priyadharshini - … International Conference on …, 2018 - ieeexplore.ieee.org
Circuit Television Cameras (CCTV's) are widely used to control occurrence of crimes in the
surroundings. Although CCTV's are deployed at various public and private areas to monitor …

Review of weapon detection techniques within the scope of street-crimes

SAA Shah, MA Al-Khasawneh… - 2021 2nd International …, 2021 - ieeexplore.ieee.org
The ratio of street crimes in under developing is very high. Everyday violent incidents are
reported, which happen mainly because a person having access to armory. In certain areas …

Deep multi-level feature pyramids: Application for non-canonical firearm detection in video surveillance

JY Lim, MI Al Jobayer, VM Baskaran, JMY Lim… - … applications of artificial …, 2021 - Elsevier
The epidemic of gun violence worldwide necessitates the need for an active-based video
surveillance network to combat this crime. In this context, autonomously detecting handguns …

YOLOv5-based weapon detection systems with data augmentation

L Sumi, S Dey - International Journal of Computers and …, 2023 - Taylor & Francis
Closed-Circuit Television (CCTV) cameras in public places have become more prominent
with the rising firearm-related criminal activities, such as robberies, open firing, threats at …

[HTML][HTML] ACF: an armed CCTV footage dataset for enhancing weapon detection

N Hnoohom, P Chotivatunyu, A Jitpattanakul - Sensors, 2022 - mdpi.com
Thailand, like other countries worldwide, has experienced instability in recent years. If
current trends continue, the number of crimes endangering people or property will expand …