Generalized video anomaly event detection: Systematic taxonomy and comparison of deep models

Y Liu, D Yang, Y Wang, J Liu, J Liu… - ACM Computing …, 2024 - dl.acm.org
Video Anomaly Detection (VAD) serves as a pivotal technology in the intelligent surveillance
systems, enabling the temporal or spatial identification of anomalous events within videos …

Stochastic video normality network for abnormal event detection in surveillance videos

Y Liu, D Yang, G Fang, Y Wang, D Wei, M Zhao… - Knowledge-Based …, 2023 - Elsevier
Abstract Video Anomaly Detection (VAD) aims to automatically identify unexpected spatial–
temporal patterns to detect abnormal events in surveillance videos. Existing unsupervised …

Learning causality-inspired representation consistency for video anomaly detection

Y Liu, Z Xia, M Zhao, D Wei, Y Wang, S Liu… - Proceedings of the 31st …, 2023 - dl.acm.org
Video anomaly detection is an essential yet challenging task in the multimedia community,
with promising applications in smart cities and secure communities. Existing methods …

Memory-enhanced appearance-motion consistency framework for video anomaly detection

Z Ning, Z Wang, Y Liu, J Liu, L Song - Computer Communications, 2024 - Elsevier
Modern network communication systems extensively utilize video data for various
applications, creating a pressing need for efficient Video Anomaly Detection (VAD) …

Memory-enhanced spatial-temporal encoding framework for industrial anomaly detection system

Y Liu, B Ju, D Yang, L Peng, D Li, P Sun, C Li… - Expert Systems with …, 2024 - Elsevier
The development of modern manufacturing has raised greater demands on the accuracy,
response speed, and operating cost of industrial accident warnings. Compared to …

A Novel Edge Platform Streamlining Connectivity between Modern Edge Devices and the Cloud

A Carvalho, D Riordan, J Walsh - Future Internet, 2024 - mdpi.com
This study presents a newly developed edge computing platform designed to enhance
connectivity between edge devices and the cloud in the agricultural sector. Addressing the …

A Lightweight Node Verification and Protection Strategy for Edge Computing

J Du, G Zhang - 2024 5th International Seminar on Artificial …, 2024 - ieeexplore.ieee.org
To alleviate the burden on the core network, edge computing has rapidly advanced to
support distributed computing. However, as sensitive information is delegated to the edge …

[PDF][PDF] Design of an Efficient Model for Enhancing Quality of Service and Security in Mobile Edge Computing through Multimodal Bio-Inspired Optimizations

JM Gadge - noveltyjournals.com
In the realm of mobile edge computing, enhancing Quality of Service (QoS) and security
remains a pivotal challenge. Traditional approaches often struggle to balance computational …