A comprehensive review on deep learning-based methods for video anomaly detection

R Nayak, UC Pati, SK Das - Image and Vision Computing, 2021 - Elsevier
Video surveillance systems are popular and used in public places such as market places,
shopping malls, hospitals, banks, streets, education institutions, city administrative offices …

[HTML][HTML] An analysis of artificial intelligence techniques in surveillance video anomaly detection: A comprehensive survey

E Şengönül, R Samet, Q Abu Al-Haija, A Alqahtani… - Applied Sciences, 2023 - mdpi.com
Surveillance cameras have recently been utilized to provide physical security services
globally in diverse private and public spaces. The number of cameras has been increasing …

Deep learning for anomaly detection: A survey

R Chalapathy, S Chawla - arXiv preprint arXiv:1901.03407, 2019 - arxiv.org
Anomaly detection is an important problem that has been well-studied within diverse
research areas and application domains. The aim of this survey is two-fold, firstly we present …

Anomaly detection in videos using optical flow and convolutional autoencoder

E Duman, OA Erdem - IEEE Access, 2019 - ieeexplore.ieee.org
Today, public areas, such as airports, hospitals, city centers are monitored by surveillance
systems. The widespread use of surveillance systems reduces security concerns while …

Anomaly detection in videos for video surveillance applications using neural networks

RJ Franklin, V Dabbagol - 2020 Fourth International …, 2020 - ieeexplore.ieee.org
Security is always a main concern in every domain, due to a rise in crime rate in the crowded
event or suspicious lonely areas. Abnormal detection and monitoring have major …

Anomalous event detection and localization in dense crowd scenes

A Alhothali, A Balabid, R Alharthi, B Alzahrani… - Multimedia Tools and …, 2023 - Springer
Recognizing and localizing anomalous events in crowd scenes is a challenging problem
that has attracted the attention of researchers in computer vision. Surveillance cameras …

[PDF][PDF] 面向图的异常检测研究综述

李忠, 靳小龙, 庄传志, 孙智 - 软件学报, 2020 - jos.org.cn
近年来, 随着Web 2.0 的普及, 使用图挖掘技术进行异常检测受到人们越来越多的关注.
图异常检测在欺诈检测, 入侵检测, 虚假投票, 僵尸粉丝分析等领域发挥着重要作用 …

Fast anomaly detection in video surveillance system using robust spatiotemporal and deep learning methods

VA Kotkar, V Sucharita - Multimedia Tools and Applications, 2023 - Springer
Since from emergence of deep learning techniques, automatic video surveillance has
received researchers' attention. Such deep learning-based methods improve the accuracy …

Violence detection in surveillance videos using deep learning

MM Moaaz, EH Mohamed - النشرة المعلوماتية في الحاسبات …, 2020‎ - fcihib.journals.ekb.eg
Nowadays computer technologies are flowering especially the artificial intelligence field. It
lives its prosperous years. Recently it closes the gap between humans and machines with …

Deep learning methods for anomalies detection in social networks using multidimensional networks and multimodal data: A survey

NEH Ben Chaabene, A Bouzeghoub, R Guetari… - Multimedia …, 2022 - Springer
Abstract Anomaly in Online Social Network can be designated as an unusual or illegal
activity of an individual. It can also be considered as an outlier or a surprising truth. Due to …