[PDF][PDF] Leveraging Real-time Edge AI-Video Analytics to Detect and Prevent Threats in Sensitive Environments

A Bensakhria - 2023 - researchgate.net
Gun and knife-related crime is a serious issue in the UK that demands immediate action.
Current surveillance systems are limited in their ability to quickly identify potential threats in …

Innovative Solutions for Robust Safety Surveillance: Deep Learning for Automated Detection of Unanticipated Incidents in Poor CCTV Environments

Y Pavani, VL Parimala, P Teista, S Haritha… - Available at SSRN …, 2024 - papers.ssrn.com
In modern safety surveillance systems, the effective detection of unanticipated incidents in
challenging conditions remains a critical challenge, particularly in environments with poor …

Enhancing Public Safety: Detection of Weapons and Violence in CCTV Videos with Deep Learning

FA Razzaq, MA Chaudary, S Fareed… - 2023 25th …, 2023 - ieeexplore.ieee.org
Our research employs cutting-edge deep learning techniques to automate the detection of
weapons and violent activities in CCTV footage. By utilizing advanced deep learning …

Weapon object detection using quantized yolov8

M Pullakandam, K Loya, P Salota… - … on Energy, Power …, 2023 - ieeexplore.ieee.org
Video surveillance is essential for creating a secure and hassle-free environment in all
areas of life. It helps identify theft, detect unusual events in crowded locations, and monitor …

[PDF][PDF] CUTTING-EDGE SECURITY FOR REAL-TIME WEAPON RECOGNITION IN SURVEILLANCE VIDEOS USING DEEP LEARNING

B SHILPA, SSSAIV VARMA, CH SRIRAM, PS REDDY… - zkginternational.com
Our groundbreaking research introduces a state-of-the-art security framework that
revolutionizes real-time weapon recognition in surveillance videos. By combining the cutting …

REAL-TIME GUN DETECTION IN VIDEO STREAMS USING YOLO V8

HKR Kunchala - 2024 - scholarworks.lib.csusb.edu
In this research, we advance the domain of public safety by developing a machine learning
model that utilizes the YOLO v8 architecture for real-time detection of firearms in video …

Detection of Guns and Knives Images Based on YOLO v7

YY Aung, KZ Oo - … on Artificial Intelligence For Internet of …, 2024 - ieeexplore.ieee.org
The threat of violence involving guns and knives presents a persistent challenge to global
public safety, necessitating effective detection systems despite the small size and potential …

Real-time crime detection using convolutional LSTM and YOLOv7

C Sakiba, SM Tarannum, F Nur, FF Arpan, AA Anzum - 2023 - dspace.bracu.ac.bd
The principal goal of this study is to create a crime detection system in real-time that can
effectively handle closed-circuit television (CCTV) video feeds and evaluate them for …

Enhancing Video Surveillance with Deep Learning-Based Real-Time Handgun Detection and Tracking

P Yadav, N Gupta, PK Sharma - International Conference on Computer …, 2023 - Springer
Handguns, pistols, and revolvers are commonly used in today's world for committing criminal
acts, requiring the need for effective surveillance and control systems. However, despite the …

A YOLO-based Method for Improper Behavior Predictions

M Wang, Y Zhao, Q Wu, G Chen - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Deep learning (DL) algorithms have found extensive applications in the realm of intelligent
policy contexts. In specific environments like waiting rooms and interrogation rooms, where …