Lavea: Latency-aware video analytics on edge computing platform

S Yi, Z Hao, Q Zhang, Q Zhang, W Shi… - … on Edge Computing, 2017 - dl.acm.org
… Among many edge analytic applications, in this paper, we focus on delivering video analytics
at the edge. e ability to provide low latency video analytics is critical for applications in the …

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

G Ananthanarayanan, P Bahl, P Bodík… - …, 2017 - ieeexplore.ieee.org
… all video analytics deployments, we believe that in practice deployments will vary from
having all the analytics in the cloud (for small deployments of cameras), to all the analytics in pri…

[HTML][HTML] Edge-computing video analytics for real-time traffic monitoring in a smart city

J Barthélemy, N Verstaevel, H Forehead, P Perez - Sensors, 2019 - mdpi.com
… of interest in a live video feed using video analytics. The most important feature of the sensor
is that it follows the edge-computing paradigm, ie, the video analytics are run directly on the …

FedVision: Federated Video Analytics With Edge Computing

Y Deng, T Han, N Ansari - IEEE Open Journal of the Computer …, 2020 - ieeexplore.ieee.org
… data can also be offloaded to edge servers for processing. By leveraging the on-device …
federated video analytics system named FedVision to efficiently provision video analytics across …

AutoML for video analytics with edge computing

A Galanopoulos, JA Ayala-Romero… - … on Computer …, 2021 - ieeexplore.ieee.org
… In [12], video quality and computing resources are selected to maximize successful queries;
edge computing, eg, [36], [37], do not cater for video analytic metrics or the specifics of video

[HTML][HTML] A video analytics system for person detection combined with edge computing

E Maltezos, P Lioupis, A Dadoukis, L Karagiannidis… - Computation, 2022 - mdpi.com
… To this end, this study presents a Video Analytics Edge Computing (VAEC) system that
performs real-time enhanced situation awareness for person detection in a video surveillance …

Edge video analytics for public safety: A review

Q Zhang, H Sun, X Wu, H Zhong - Proceedings of the IEEE, 2019 - ieeexplore.ieee.org
video is analyzed and which part of the workload could be offloaded to the edge, we dissect
the general video analytics … introduce video analytics for public safety and edge computing, …

Edgeeye: An edge service framework for real-time intelligent video analytics

P Liu, B Qi, S Banerjee - … workshop on edge systems, analytics and …, 2018 - dl.acm.org
edge service framework for real-time video analytics applications — EdgeEye, which provides
a high-level abstraction of some important videoedge computing for live video analytics is …

Deep learning video analytics through online learning based edge computing

H Liu, G Cao - IEEE Transactions on Wireless Communications, 2022 - ieeexplore.ieee.org
edge 7 servers are usually limited and highly dynamic, and then server 8 selection should be
adaptive in order to improve the performance 9 of video analytics… for video analytics, where …

Deep learning video analytics through edge computing and neural processing units on mobile devices

T Tan, G Cao - IEEE Transactions on Mobile Computing, 2021 - ieeexplore.ieee.org
… been developed to apply deep learning for video analytics. Although these advanced deep
… FastVA, which supports deep learning video analytics through edge processing and Neural …