A comprehensive review for video anomaly detection on videos

ZK Abbas, AA Al-Ani - 2022 International Conference on …, 2022 - ieeexplore.ieee.org
Video Surveillance Systems (VSS) are widely utilized in public and private areas to increase
public safety, such as shopping malls, markets, banks, hospitals, educational institutions …

Deep learning-based methods for anomaly detection in video surveillance: a review

A Berroukham, K Housni, M Lahraichi… - Bulletin of Electrical …, 2023 - beei.org
Detecting anomalous events in videos is one of the most popular computer vision topics. It is
considered a challenging task in video analysis due to its definition, which is subjective or …

Video anomaly detection based on attention and efficient spatio-temporal feature extraction

SM Rahimpour, M Kazemi, P Moallem, M Safayani - The Visual Computer, 2024 - Springer
An anomaly is a pattern, behavior, or event that does not frequently happen in an
environment. Video anomaly detection has always been a challenging task. Home security …

[图书][B] Deep Learning in Video Anomaly Detection and Its Applications

Y Zhao - 2021 - search.proquest.com
With the popularization of the city monitoring system, surveillance videos have been
increasingly presented. Traditional methods for video analytic require professionals to …

Research Progress of Video Anomaly Detection Technology.

WU Kaijun, H Tao, W Dicong… - Journal of Frontiers …, 2022 - search.ebscohost.com
Video anomaly detection refers to the detection and identification of events that deviate from
normal behavior, which has a wide range of applications in surveillance video. In this paper …

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 …

A survey on deep learning techniques for video anomaly detection

JJP Suarez, PC Naval Jr - arXiv preprint arXiv:2009.14146, 2020 - arxiv.org
Anomaly detection in videos is a problem that has been studied for more than a decade.
This area has piqued the interest of researchers due to its wide applicability. Because of this …

Deep video anomaly detection: Opportunities and challenges

J Ren, F Xia, Y Liu, I Lee - 2021 international conference on …, 2021 - ieeexplore.ieee.org
Anomaly detection is a popular and vital task in various research contexts, which has been
studied for several decades. To ensure the safety of people's lives and assets, video …

A comprehensive review of datasets for detection and localization of video anomalies: a step towards data-centric artificial intelligence-based video anomaly detection

R Nayak, UC Pati, SK Das - Multimedia Tools and Applications, 2023 - Springer
Video anomaly detection and localization is one of the key components of the intelligent
video surveillance system. Video anomaly detection refers to the process of spatiotemporal …

Anomaly detection in surveillance videos: a thematic taxonomy of deep models, review and performance analysis

S Chandrakala, K Deepak, G Revathy - Artificial Intelligence Review, 2023 - Springer
The task of anomaly detection has recently gained much attention in the field of visual
surveillance. Video surveillance data is often available in large quantities, but manual …