Issues in video analytics and surveillance systems: Research/prototyping vs. applications/user requirements

LQ Xu - … Conference on Advanced Video and Signal Based …, 2007 - ieeexplore.ieee.org
… in the era of investment in the research and development of video analytics (also called
video content analysis, intelligent video analysis) technologies and the introduction of new …

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 analytics has come to play an essential part in public safety. Typically, video analytics
is to … According to the difference of latency requirements, video analytics can be applied to …

Optimizing video analytics with declarative model relationships

F Romero, J Hauswald, A Partap, D Kang… - Proceedings of the …, 2022 - dl.acm.org
… the best performance plan that meets a user’s accuracy requirements. VIVA relieves users
from rewriting and manually optimizing video queries as new models become available and …

Live video analytics as a service

GH Apostolo, P Bauszat, V Nigade, HE Bal… - Proceedings of the 2nd …, 2022 - dl.acm.org
… the requirements of video analytics systems and … use cases of live video analytics, we tackle
the unprecedented complexity of deploying live video analytics pipelines when facing users

Elasticedge: An intelligent elastic edge framework for live video analytics

H Sun, Q Li, K Sha, Y Yu - IEEE Internet of Things Journal, 2022 - ieeexplore.ieee.org
… In this work, our proposed ElasticEdge performs regional filtering on video data according
to the end-user requirements. ElasticEdge reduces the network transmission bandwidth and …

FedVision: Federated Video Analytics With Edge Computing

Y Deng, T Han, N Ansari - IEEE Open Journal of the Computer …, 2020 - ieeexplore.ieee.org
… meets the requirements given by users. Hence, the optimization problem can be formulated
as to minimize the difference between the system performance and the usersrequirements. …

Video analytics revisited

A Choudhary, S Chaudhury - IET Computer Vision, 2016 - Wiley Online Library
… the end-application, the user's requirements and budget. However, irrespective of the type
of visual sensor, the data acquired should be appropriate for the video analytics application. …

The challenges and solutions for building an integrated video analytics platform

G Mathew - 2017 IEEE International Conference on Information …, 2017 - ieeexplore.ieee.org
… None of these works addresses the analytics needs and collaboration requirements. The
SIGMA platform detailed in this work addresses all these issues comprehensively. …

Visual context identification for privacy-respecting video analytics

A Badii, M Einig, M Tiemann… - 2012 IEEE 14th …, 2012 - ieeexplore.ieee.org
… where the user requirements cannot be known … Video Analytics, showing the clear lack of
appropriate response to the new needs for privacy. We have presented a novel Video Analytics

EdgeEye: A data-driven approach for optimal deployment of edge video analytics

H Sun, Y Yu, K Sha, H Zhong - IEEE Internet of Things Journal, 2022 - ieeexplore.ieee.org
… Second, video analytics should satisfy user requirements in terms of accuracy, delay, and
power consumption. These constraints are denoted by Con = {con1, con2,..., conz}. …