A survey of performance optimization in neural network-based video analytics systems

N Ibrahim, P Maurya, O Jafari, P Nagarkar - arXiv preprint arXiv …, 2021 - arxiv.org
… In this survey paper, we focus only on Performance Optimization in Video Analytics Systems
and we review how these systems work and the optimization strategy that they use. Other …

Edge video analytics for public safety: A review

Q Zhang, H Sun, X Wu, H Zhong - Proceedings of the IEEE, 2019 - ieeexplore.ieee.org
… platforms in Section V, which can be used for the improvement of public safety, in terms of
cloud-based and emerging edge-based systems. For the development of EVAPS, we discuss …

[PDF][PDF] Vaas: video analytics at scale

F Bastani, O Moll, S Madden - 2020 - dspace.mit.edu
video analytics system for largescale datasets. Vaas provides an interactive interface to rapidly
develop and experiment with different workflows for solving a video analyticsvideo could …

Scaling video analytics systems to large camera deployments

S Jain, G Ananthanarayanan, J Jiang, Y Shu… - … Computing Systems …, 2019 - dl.acm.org
… Given the recent increase in interest in systems infrastructure for video analytics, we believe
… camera analytics. Video processing systems today generally analyze video streams …

Live video analytics as a service

GH Apostolo, P Bauszat, V Nigade, HE Bal… - … Learning and Systems, 2022 - dl.acm.org
… an ideal live video analytics system (as depicted in Fig. 1) and identify the requirements
that need to be fulfilled by such a system towards achieving our vision of live-video-analytics-as-…

Video analytics for visual surveillance and applications: An overview and survey

IE Olatunji, CH Cheng - … of Learning and Analytics in Intelligent Systems, 2019 - Springer
… of video analytics as well as its application. We present advances in video analytics research
… We also summarize recent development in video analytics and intelligent video systems (…

Vss: A storage system for video analytics

B Haynes, M Daum, D He, A Mazumdar… - Proceedings of the …, 2021 - dl.acm.org
… We present a new video storage system (VSS) designed to decouple high-level video
operations … In this paper, we develop VSS, a video storage system designed to serve as storage …

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

H Zhang, G Ananthanarayanan, P Bodik… - … on Networked Systems …, 2017 - usenix.org
… , a video analytics system that processes thousands of video analytics queries on live video
… We consider two key characteristics of video analytics: resource-quality tradeoff with multi-…

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 …

Optasia: A relational platform for efficient large-scale video analytics

Y Lu, A Chowdhery, S Kandula - … of the Seventh ACM Symposium on …, 2016 - dl.acm.org
… to analyze video feeds do not scale and are error-prone. We describe Optasia, a dataflow
system that employs relational query optimization to efficiently process queries on video feeds …