Scaling video analytics systems to large camera deployments

S Jain, G Ananthanarayanan, J Jiang, Y Shu… - Proceedings of the 20th …, 2019 - dl.acm.org
… Our key observation is that video feeds from wide-area camera … positive rates in multi-camera
video analytics. By discussing use… for scaling video analytics to large camera networks, and …

Scaling video analytics on constrained edge nodes

C Canel, T Kim, G Zhou, C Li, H Lim… - Proceedings of …, 2019 - proceedings.mlsys.org
… , we consider large-scale deployments where each camera … accurate analysis: Modern
4K (3840×2160 pixels) cameras … (7680 × 4320 pixels) cameras become more common. As a …

Edge video analytics for public safety: A review

Q Zhang, H Sun, X Wu, H Zhong - Proceedings of the IEEE, 2019 - ieeexplore.ieee.org
… systems are being generated to protect people’s safety around the world [32], and a huge
number of video data are processed by video analytics techniques. According to the British …

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
… integrate on-camera filtering into video analytics pipelines in … ) and dynamic video content
that analytics pipelines are faced … is a large resource divide between state-of-the-art cameras

Cracking open the dnn black-box: Video analytics with dnns across the camera-cloud boundary

J Emmons, S Fouladi, G Ananthanarayanan… - … topics in video analytics …, 2019 - dl.acm.org
… continuous online learning for large deployments of cameras. Split-brain inference. Existing
video analytics systems might run the vision DNNs entirely on the cameras (or other edge …

A review of video surveillance systems

O Elharrouss, N Almaadeed, S Al-Maadeed - Journal of Visual …, 2021 - Elsevier
… Using and managing a large-scale video surveillance systems are the most challenging
aspects of the security systems. Especially when a failure in one of the components of the …

Intelligent video surveillance: a review through deep learning techniques for crowd analysis

G Sreenu, S Durai - Journal of Big Data, 2019 - Springer
… of big data, video surveillance data is having much social relevance in today’s world. The
widespread availability of surveillance data from cameras … data while the cameras placed in …

[图书][B] Intelligent network video: Understanding modern video surveillance systems

F Nilsson - 2023 - taylorfrancis.com
… If you’re looking for a comprehensive guide to understanding video surveillance and … of
Intelligent Network Video provided security professionals with fundaments of video surveillance. …

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
… Currently, many Australian cities are rapidly developing their existing CCTV network. These
large networks represents a major cost for the councils in terms of maintenance, but are only …

Video caching, analytics, and delivery at the wireless edge: A survey and future directions

B Jedari, G Premsankar, G Illahi… - … Surveys & Tutorials, 2020 - ieeexplore.ieee.org
… Hence, a large number of recent works have studied the implications of video analysis and
… of edge-C3 for video analytics and real-time processing of uplink video data is missing from …