A generic framework for deploying video analytic services on the edge

V Tsakanikas, T Dagiuklas - IEEE Transactions on Cloud …, 2022 - ieeexplore.ieee.org
This article introduces a novel distributed model for handling in real-time, edge-based
Artificial Intelligence analytics, such as the ones required for smart video surveillance. The …

Quality-Aware Video Analytics in Edge Computing Environments

MN Sadat, E Vargas-Alfonso… - 2022 IEEE 19th Annual …, 2022 - ieeexplore.ieee.org
Edge computing has opened new doors for real-time video analytics applications due to its
ability to offer significantly faster response times by processing videos near the source …

Edge-Based Video Analytics: A Survey

M Hu, Z Luo, A Pasdar, YC Lee, Y Zhou… - arXiv preprint arXiv …, 2023 - arxiv.org
Edge computing has been getting a momentum with ever-increasing data at the edge of the
network. In particular, huge amounts of video data and their real-time processing …

Toward Scalable video analytics using compressed-domain features at the edge

DV Nguyen, J Choi - Applied Sciences, 2020 - mdpi.com
Intelligent video analytics systems have come to play an essential role in many fields,
including public safety, transportation safety, and many other industrial areas, such as …

MACEdge: Real-Time Video Analytics Based on Multi-Access Collaborative Edge Computing

D Zhong, M Zhu, B Huang - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Video analysis typically requires a significant amount of computing resources and energy.
Traditional cloud-based video analysis relies on concentrating computing resources in the …

Enabling real-time ai edge video analytics

V Tsakanikas, T Dagiuklas - ICC 2021-IEEE International …, 2021 - ieeexplore.ieee.org
This paper introduces a novel distributed AI model for managing in real-time, edge based
intelligent analytics, such as the ones required for smart video surveillance. The novelty …

OsmoticGate: Adaptive Edge-Based Real-Time Video Analytics for the Internet of Things

B Qian, Z Wen, J Tang, Y Yuan… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Edge computing has gained momentum in recent years, and can provide more immediate
analysis of streaming video data. However, the edge devices often lack the computing …

Towards Timely Edge-assisted Video Analytics Services

X Li, S Zhang, Y Huang, X Ma… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Real-time video analytics services are expected to deliver accurate recognition results to
users timely. However, existing studies usually fail in the dilemma between reducing delay …

Performance Analysis of Real-Time Video Surveillance Application Leveraging Edge and Cloud

P Thakkar, AS Patel, G Shukla… - … Conference on Edge …, 2023 - ieeexplore.ieee.org
With the advent of the Edge and Cloud server in the 5G system, an application needs to be
designed to have multiple components, where a part of it (Data Intensive Component (DIC)) …

Real-time video analytics: The killer app for edge computing

G Ananthanarayanan, P Bahl, P Bodík… - …, 2017 - ieeexplore.ieee.org
Video analytics will drive a wide range of applications with great potential to impact society.
A geographically distributed architecture of public clouds and edges that extend down to the …