Edge learning for low-latency video analytics: Query scheduling and resource allocation

J Lin, P Yang, W Wu, N Zhang… - 2021 IEEE 18th …, 2021 - ieeexplore.ieee.org
resources on an edge node are always limited. In this paper, we design a joint video query
scheduling and resource allocation … accommodate real-time video queries on end cameras, …

Adaptive configuration selection and bandwidth allocation for edge-based video analytics

S Zhang, C Wang, Y Jin, J Wu, Z Qian… - … /ACM Transactions on …, 2021 - ieeexplore.ieee.org
… the most suitable video analytics offloading configuration and bandwidth allocation scheme,
… Wu, “Provably efficient resource allocation for edge service entities using Hermes,” IEEE/…

Joint configuration adaptation and bandwidth allocation for edge-based real-time video analytics

C Wang, S Zhang, Y Chen, Z Qian… - IEEE INFOCOM 2020 …, 2020 - ieeexplore.ieee.org
… analytics which is capable of optimizing the trade-off among the analyticsvideo analytics
offloading configuration and bandwidth allocation scheme for a multi-user edge-assisted video

Intelligent resource allocation for video analytics in blockchain-enabled internet of autonomous vehicles with edge computing

X Jiang, FR Yu, T Song… - IEEE Internet of Things …, 2020 - ieeexplore.ieee.org
… MEC system for video analytics application, and the main contributions of this article are
summarized as follows. 1) This article proposes a novel video analytics framework for blockchain…

On the design of resource allocation algorithms for low-latency video analytics

V Valls, H Kwon, T LaPorta, S Stein… - MILCOM 2018-2018 …, 2018 - ieeexplore.ieee.org
… to design resource allocation algorithms for data analytics … consider a video surveillance
service where video streams are … We present a network model that allows data analytics tasks to …

5G Edge Computing Experiments with Intelligent Resource Allocation for Multi-Application Video Analytics

TH Chao, JH Wu, Y Chiang… - 2021 30th Wireless and …, 2021 - ieeexplore.ieee.org
… It provides a facial recognition app for video analytics and formulates … the concept of resource
allocation and implement more … Also, we combine different kinds of video analytics models …

Online resolution adaptation and resource allocation for edge-assisted video analytics

Y Li, Y Li, Y Chen, J Tong, X Tian, K Chi - Computer Networks, 2024 - Elsevier
… bandwidth and computing resource allocation. The objective … the tradeoff between the video
analytics accuracy and the real… -side video configuration and server-side resource allocation

Split Computing Video Analytics Performance Enhancement With Auction-based Resource Management

KJ Fu, YT Yang, HY Wei - IEEE Access, 2022 - ieeexplore.ieee.org
… 2) We address the joint resource allocation with network and computation resources and
the split point decision of layer-level split computing for the optimal configuration. …

Learning-Based Query Scheduling and Resource Allocation for Low-Latency Mobile Edge Video Analytics

J Lin, P Yang, W Wu, N Zhang… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
resources allocation decisions for arrived queries, to achieve low-latency and accurate video
analytics… Then, we observe that the scheduling and resource allocation for different queries …

Live video analytics at scale with approximation and {Delay-Tolerance}

H Zhang, G Ananthanarayanan, P Bodik… - … USENIX Symposium on …, 2017 - usenix.org
… properties of video analytics queries relevant to resource management. Resource-quality …
We describe resource allocation assuming each query to contain only one transform, which …