Multimedia datasets for anomaly detection: a review

P Kumari, AK Bedi, M Saini - Multimedia Tools and Applications, 2023 - Springer
Multimedia anomaly datasets play a crucial role in automated surveillance. They have a
wide range of applications expanding from outlier objects/situation detection to the detection …

Video Anomaly Detection: A Systematic Review of Issues and Prospects

YA Samaila, P Sebastian, NSS Singh, AN Shuaibu… - Neurocomputing, 2024 - Elsevier
The increase in the deployment of surveillance camera in outdoor and indoor settings have
resulted in a growing demand for intelligent systems that can accurately detect and …

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 …

A day on campus-an anomaly detection dataset for events in a single camera

M Pranav, L Zhenggang - Proceedings of the Asian …, 2020 - openaccess.thecvf.com
Detecting anomalies in videos is a complex problem with a myriad of applications in video
surveillance. However, large and complex datasets that are representative of real-world …

Anomaly detection in video sequences: A benchmark and computational model

B Wan, W Jiang, Y Fang, Z Luo, G Ding - IET Image Processing, 2021 - Wiley Online Library
Anomaly detection has attracted considerable search attention. However, existing anomaly
detection databases encounter two major problems. Firstly, they are limited in scale …

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 …

Anomaly analysis in images and videos: A comprehensive review

TM Tran, TN Vu, ND Vo, TV Nguyen… - ACM Computing …, 2022 - dl.acm.org
Anomaly analysis is an important component of any surveillance system. In recent years, it
has drawn the attention of the computer vision and machine learning communities. In this …

Comparative Study for Anomaly Detection in Crowded Scenes

M Abdelghafour, M ElBery… - International Journal of …, 2021 - ijicis.journals.ekb.eg
Nowadays, video analysis is an important research area especially from a security point of
view. The discovery of unusual activities is important because it is a difficult task for humans …

A brief survey on contemporary methods for anomaly detection in videos

MZ Zaheer, JH Lee, SI Lee… - … Conference on Information …, 2019 - ieeexplore.ieee.org
Anomaly detection has stayed among the core topics of research in machine learning and
computer vision for decades. Due to its complex nature, limitless possibilities of abnormal …

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 …