[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 …

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 …

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 …

A Review of Deep Learning Algorithms for Anomaly Detection in Videos.

Y Sadatcharam… - International Journal of …, 2023 - search.ebscohost.com
Anomaly detection in video assists in the resolution of a wide range of problems. A robust
anomaly detection model is necessary due to the growing use of surveillance cameras in …

A survey on deep learning based video anomaly detection

HE Ping, LI Gang, LI Hui-bin - Computer Engineering & Science, 2022 - joces.nudt.edu.cn
Recent years, with the widespread use of video surveillance technology, video anomaly
detection, which can intelligently analyze massive videos and quickly discover the …

An overview of deep learning based methods for unsupervised and semi-supervised anomaly detection in videos

BR Kiran, DM Thomas, R Parakkal - Journal of Imaging, 2018 - mdpi.com
Videos represent the primary source of information for surveillance applications. Video
material is often available in large quantities but in most cases it contains little or no …

A novel two-stream structure for video anomaly detection in smart city management

Y Zhao, KL Man, J Smith, SU Guan - The Journal of Supercomputing, 2022 - Springer
Video anomaly detection is the problem of detecting unusual events in videos. The
challenges of this task lie mainly in the following aspects: first, unusual events tend to make …

Insights of Deep Learning-Based Video Anomaly Detection Approaches

D Ramoliya, A Ganatra - Intelligent Communication Technologies and …, 2023 - Springer
Deep learning is a powerful computing strategy that has changed the landscape of computer
vision. It has been used to tackle complicated cognitive tasks such as detecting …

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 …