Crime prediction using machine learning and deep learning: A systematic review and future directions

V Mandalapu, L Elluri, P Vyas, N Roy - IEEE Access, 2023 - ieeexplore.ieee.org
Predicting crime using machine learning and deep learning techniques has gained
considerable attention from researchers in recent years, focusing on identifying patterns and …

Hawk-eye: An ai-powered threat detector for intelligent surveillance cameras

AA Ahmed, M Echi - IEEE Access, 2021 - ieeexplore.ieee.org
With recent advances in both AI and IoT capabilities, it is possible than ever to implement
surveillance systems that can automatically identify people who might represent a potential …

E2E-VSDL: End-to-end video surveillance-based deep learning model to detect and prevent criminal activities

MQ Gandapur - Image and Vision Computing, 2022 - Elsevier
Crime detection and their prediction is a fundamental process to reduce criminal activities
before they actually happen. Moreover, the detection method is vital since can it potentially …

Smart policing technique with crime type and risk score prediction based on machine learning for early awareness of risk situation

MS Baek, W Park, J Park, KH Jang, YT Lee - IEEE Access, 2021 - ieeexplore.ieee.org
In order to quickly and effectively respond to a newly received criminal case, information
regarding the type and severity of the case is crucial for authorities. This paper designs and …

[HTML][HTML] Detection and classification of different weapon types using deep learning

V Kaya, S Tuncer, A Baran - Applied Sciences, 2021 - mdpi.com
Today, with the increasing number of criminal activities, automatic control systems are
becoming the primary need for security forces. In this study, a new model is proposed to …

[PDF][PDF] Mini-review of street crime prediction and classification methods

NFM Zamri, NM Tahir, M Ali, NDK Ashar, AA Al-misreb - J. Kejuruter, 2021 - ukm.my
Crime rates are one of the biggest problems in today's modern society, especially in urban
cities. Various techniques on crime prediction and detection have been developed by …

[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 …

Identification of illicit activities & scream detection using computer vision & deep learning

R Mathur, T Chintala… - 2022 6th International …, 2022 - ieeexplore.ieee.org
Self-reliant technologies as well as fully automated technologies are the few technology
behemoths that propel entire disciplines forward by various bounds. Significant advances in …

An optimized machine learning and big data approach to crime detection

A Palanivinayagam, SS Gopal… - Wireless …, 2021 - Wiley Online Library
Crime detection is one of the most important research applications in machine learning.
Identifying and reducing crime rates is crucial to developing a healthy society. Big Data …

Social network analysis for crime rate detection using Spizella swarm optimization based BiLSTM classifier

P Mithoo, M Kumar - Knowledge-Based Systems, 2023 - Elsevier
Technical advancements initiated a rapid increase in criminal activity over time. For the
prevention of these criminal activities, preventive measures are needed. In order to monitor …