Edge video analytics for public safety: A review

Q Zhang, H Sun, X Wu, H Zhong - Proceedings of the IEEE, 2019 - ieeexplore.ieee.org
… the general video analytics process as well as review typical video analytics algorithms used
in … The typical applications or events benefited from video analytics techniques are listed in …

Scaling video analytics on constrained edge nodes

C Canel, T Kim, G Zhou, C Li, H Lim… - Proceedings of …, 2019 - proceedings.mlsys.org
… dozens of events on computationally-constrained edge nodes. Only matching events are …
computational efficiency and event detection accuracy for challenging video content while …

Scaling video analytics systems to large camera deployments

S Jain, G Ananthanarayanan, J Jiang, Y Shu… - Proceedings of the 20th …, 2019 - dl.acm.org
video analytics, we believe the important next step for the community is designing a software
stack for collective camera analytics. … events on the video streams of other, related cameras. …

Big data analytics for video surveillance

BN Subudhi, DK Rout, A Ghosh - Multimedia Tools and Applications, 2019 - Springer
Video analytic otherwise known as video content analysis (VCA), involves a number of … If
the video data is stored only when some important event is occurring then the storage problem …

[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 …

Survey on visual analysis of event sequence data

Y Guo, S Guo, Z Jin, S Kaul, D Gotz… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
event sequence analysis. We further refined our selection to 104 most representative and
up-to-date event sequence visualization and visual analytics … , 5 event sequence analysis

RES: Real-time video stream analytics using edge enhanced clouds

M Ali, A Anjum, O Rana, AR Zamani… - … on Cloud Computing, 2020 - ieeexplore.ieee.org
Video analytics relieves the operator by automating the … to events coming from video
streams. However, performance and accuracy are the two major concerns in video analytics. The …

Distream: scaling live video analytics with workload-adaptive distributed edge intelligence

X Zeng, B Fang, H Shen, M Zhang - Proceedings of the 18th Conference …, 2020 - dl.acm.org
… systems aim to optimize live video analytics from a variety of … , a distributed live video analytics
system based on the smart … -throughput, and scalable live video analytics. The key behind …

Reducto: On-camera filtering for resource-efficient real-time video analytics

Y Li, A Padmanabhan, P Zhao, Y Wang… - Proceedings of the …, 2020 - dl.acm.org
… This paper presents Reducto, a video analytics system that supports efficient real-time
querying by leveraging previously unused resources to perform on-camera frame filtering. This …

[HTML][HTML] Analyzing 21st century video data on situational dynamics—issues and challenges in video data analysis

A Nassauer, NM Legewie - Social Sciences, 2019 - mdpi.com
… can start an analytic reconstruction of events, which in turn … sheet for every situation or event
studied in a research project … that could limit the analysis. Such information sheets will help …