Lightweight Online Profiling-Based Configuration Adaptation for Video Analytics System in Edge Computing
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Access"
DOI: 10.1109/access.2020.3004571
Abstract: Video Analytics System has emerged as a promising technology to realize deep neural network based intelligent applications for video streams. Its objective is to maximize the video analytics performance of video streams, such as accuracy,… read more here.
Keywords: video; resource; video analytics; configuration adaptation ... See more keywords
EdgeEye: A Data-Driven Approach for Optimal Deployment of Edge Video Analytics
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2022.3166896
Abstract: Deep neural network (DNN)-based video processing methods are applied in mobile video analytics because of high accuracy. Edge computing is an efficient paradigm that improves the performance of mobile video analytics. However, due to the… read more here.
Keywords: driven approach; video analytics; data driven; edge computing ... See more keywords
Edge-Assisted Real-Time Video Analytics With Spatial–Temporal Redundancy Suppression
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2022.3224750
Abstract: Driven by plummeting camera prices and advances of video inference algorithms, video cameras are deployed ubiquitously and organizations usually rely on live video analytics to retrieve key information, such as the locations and identities of… read more here.
Keywords: time video; video analytics; real time; video ... See more keywords
OsmoticGate: Adaptive Edge-Based Real-Time Video Analytics for the Internet of Things
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Computers"
DOI: 10.1109/tc.2022.3193630
Abstract: 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 capabilities (processing power, memory) to guarantee reasonable performance (e.g.,… read more here.
Keywords: performance model; edge cloud; video analytics; video ... See more keywords
Adaptive Configuration Selection and Bandwidth Allocation for Edge-Based Video Analytics
Sign Up to like & getrecommendations! Published in 2022 at "IEEE/ACM Transactions on Networking"
DOI: 10.1109/tnet.2021.3106937
Abstract: Major cities worldwide have millions of cameras deployed for surveillance, business intelligence, traffic control, crime prevention, etc. Real-time analytics on video data demands intensive computation resources and high energy consumption. Traditional cloud-based video analytics relies… read more here.
Keywords: video; based video; configuration; video analytics ... See more keywords
Deep Learning Video Analytics Through Online Learning Based Edge Computing
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Wireless Communications"
DOI: 10.1109/twc.2022.3164598
Abstract: Video analytics demand intensive computation resources, which means long processing delay when running on mobile devices. Although offloading computation to the cloud can partially solve the problem, transferring videos to the cloud introduces high transmission… read more here.
Keywords: problem; online learning; video analytics; edge computing ... See more keywords
Special Section Guest Editorial: Video Analytics for Public Safety
Sign Up to like & getrecommendations! Published in 2017 at "Journal of Electronic Imaging"
DOI: 10.1117/1.jei.26.5.051401
Abstract: This guest editorial introduces and summarizes the Special Section on Video Analytics for Public Safety. read more here.
Keywords: special section; guest editorial; public safety; video analytics ... See more keywords
Hajj pilgrimage video analytics using CNN
Sign Up to like & getrecommendations! Published in 2021 at "Bulletin of Electrical Engineering and Informatics"
DOI: 10.11591/eei.v10i5.2361
Abstract: This paper advances video analytics with a focus on crowd analysis for Hajj and Umrah pilgrimages. In recent years, there has been an increased interest in the advancement of video analytics and visible surveillance to… read more here.
Keywords: hajj; video analytics; hajj pilgrimage; cnn ... See more keywords
The method of the real-time human detection and tracking
Sign Up to like & getrecommendations! Published in 2023 at "Artificial Intelligence"
DOI: 10.15407/jai2023.01.066
Abstract: Today, data collected from video surveillance systems require processing. Video content analysis (VCA) or video analytics (VA) has found applications in security systems, retail, the automotive industry, smart home technologies, etc. The tasks of video… read more here.
Keywords: human detection; network; detection tracking; video analytics ... See more keywords