Edge enhanced deep learning system for large-scale video stream analytics

M Ali, A Anjum, MU Yaseen, AR Zamani… - 2018 IEEE 2nd …, 2018 - ieeexplore.ieee.org
… via a (public) network to the analytics platform. In video analytics, a single video camera can
produce about 25-30 frames/second. In HD and FHD cameras an 8-bit uncompressed RGB …

Intelligent multi-camera video surveillance: A review

X Wang - Pattern recognition letters, 2013 - Elsevier
… -camera activity analysis and cooperative video surveillance both with active and static
cameras. … The topology of a large camera network could be complex and the fields of views of …

Towards performance clarity of edge video analytics

Z Xiao, Z Xia, H Zheng, BY Zhao… - 2021 IEEE/ACM …, 2021 - ieeexplore.ieee.org
… Spatula: Efficient crosscamera video analytics on large camera networks. [53] JIANG, AH,
WONG, DL-K., CANEL, C., TANG, L., MISRA, I., KAMINSKY, M., KOZUCH, MA, PILLAI, P., …

Spider: A multi-hop millimeter-wave network for live video analytics

Z Li, Y Shu, G Ananthanarayanan… - 2021 IEEE/ACM …, 2021 - ieeexplore.ieee.org
… a dense, large-scale camera network to … hop network design for video analytics. We propose
Spider, a mmWave multi-hop relay network to support densely-deployed live video analytics

Video big data analytics in the cloud: A reference architecture, survey, opportunities, and open research issues

A Alam, I Ullah, YK Lee - IEEE Access, 2020 - ieeexplore.ieee.org
video big data analytics in the cloud. It also aims to bridge the gap among large-scale video
analytics challenges, big … the video analytics domain and the characteristics of video big data …

FedVision: Federated Video Analytics With Edge Computing

Y Deng, T Han, N Ansari - IEEE Open Journal of the Computer …, 2020 - ieeexplore.ieee.org
… The space of configurations for the video analytics system can be large, depending on the
complexity of the system. In FedVision, we have three configuration variables in the vector x to …

FFS-VA: A fast filtering system for large-scale video analytics

C Zhang, Q Cao, H Jiang, W Zhang, J Li… - Proceedings of the 47th …, 2018 - dl.acm.org
… of video streams. Therefore, in this paper, we propose a Fast Filtering System for Video
Analytics (FFS-VA), a pipelined multi-stage video analyzing system, to make video analytics

A new method of video-surveillance data analytics for the security in camera networks

B Hadjkacem, W Ayedi, M Abid… - … Conference on Internet …, 2017 - ieeexplore.ieee.org
analysis of all the video data extracted from camera-networks. This approach not only deals
with one video-… The great concern of governments and large private organizations is to keep …

Enhancing video analytics accuracy via real-time automated camera parameter tuning

S Paul, K Rao, G Coviello, M Sankaradas… - Proceedings of the 20th …, 2022 - dl.acm.org
… Modern IP cameras come with a large number of camera parameters that directly affect the
… In this paper, we study video analytics applications that are based on surveillance cameras. …

SIAT: A distributed video analytics framework for intelligent video surveillance

MA Uddin, A Alam, NA Tu, MS Islam, YK Lee - Symmetry, 2019 - mdpi.com
… from the large-scale video analytics system is a hectic task. Substantial amounts of video data
pose a big challenge for video … to process and mine these video data. Moreover, due to the …