A methodology to evaluate the effect of video compression on the performance of analytics systems

A Tsifouti, MM Nasralla, M Razaak… - … and Photonics for …, 2012 - spiedigitallibrary.org
… of each event we could inspect, which events have the tendency to be missed by analytic
Investigation of the performance of video analytics systems with compressed video using the i-…

A distributed video analytics architecture based on edge-computing and federated learning

AB Sada, MA Bouras, J Ma, H Runhe… - 2019 IEEE Intl Conf on …, 2019 - ieeexplore.ieee.org
… benefits edge computing offers to video analytics, it still brings … computing-based video
analytics architecture that attempts to … to store important video data regrading certain events. The …

Automated Video Surveillance System Using Video Analytics

TM Rajesh, K Dalawai - … and Communication: Proceedings of 3rd ICICC …, 2020 - Springer
… In other words, video analytics is used in various applications, which include broadcast …
Video analytics is capable of inspecting the video and determining spatial and temporal events

[PDF][PDF] Edge-centric video data analytics for smart assistance services in industrial systems

N Bazhenov, A Harkovchuk… - Proc. 14th Int'l Conf. on …, 2020 - personales.upv.es
… implement edge analytics in some heterogeneous environments [4]. Since video analytics
will … Several major events make up a composite event (based on video streams 1 ...n). A basic …

Learning a general assignment model for video analytics

X Zhang, Z Zhu, Y Zhao… - … and Systems for Video …, 2017 - ieeexplore.ieee.org
… These construct the basic motivation of our formulation for video analysis. … By considering
most research topics in video analytics as task assignment problems, we develop a general …

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 …

Modeling and analysis of a deep learning pipeline for cloud based video analytics

MU Yaseen, A Anjum, N Antonopoulos - Proceedings of the Fourth IEEE …, 2017 - dl.acm.org
… [19] proposed discriminative CNN video representation to perform event detection from
video dataset. Andrej Karpathy et al [6], Joe Yue-Hei Ng [8] and Shengxin Zha [20] used CNN …

Visual analytics of multivariate event sequence data in racquet sports

J Wu, Z Guo, Z Wang, Q Xu, Y Wu - … on visual analytics science …, 2020 - ieeexplore.ieee.org
… visual analytics framework to support tactic analysis based … a sequence of hits (ie, events)
until one athlete scores a point. … be viewed as a multivariate event sequence. By detecting and …

A novel application/infrastructure co-design approach for real-time edge video analytics

M Mendieta, C Neff, D Lingerfelt, C Beam… - 2019 …, 2019 - ieeexplore.ieee.org
… infrastructure for distributed real-time video analytics. This paper presents a holistic solution
… (AI)/Deep Learning (DL) video analytics across many cameras. For experimental results and …

Llama: A heterogeneous & serverless framework for auto-tuning video analytics pipelines

F Romero, M Zhao, NJ Yadwadkar… - Proceedings of the ACM …, 2021 - dl.acm.org
… We present Llama, a video analytics and processing framework that supports heterogenous
hardware and automatically tunes each operation invocation to meet diverse latency targets …