Large Scale Video Analytics: On-demand, iterative inquiry for moving image research

V Kuhn, R Arora, A Craig, K Franklin… - 2012 IEEE 8th …, 2012 - ieeexplore.ieee.org
… Our aim in the Large Scale Video Analytics (LSVA) project is to address obstacles in both
image-retrieval and research that uses extreme-scale archives of video data that employs a …

Toward efficient and intelligent video analytics with visual privacy protection for large-scale surveillance

NA Tu, T Huynh-The, KS Wong, MF Demirci… - The Journal of …, 2021 - Springer
… , it is possible to connect our video analytics services with other popular cloud platforms like
… fully utilize our video analytics system. They can also access our video surveillance services …

Scheduling massive camera streams to optimize large-scale live video analytics

C Rong, JH Wang, J Liu, J Wang, F Li… - … /ACM Transactions on …, 2021 - ieeexplore.ieee.org
… In Section III, we discuss the system architecture and the specifications of video analytics
pipeline. In Section IV, we report our works and observations on the profiling of Faster R-CNN + …

Edge enhanced deep learning system for large-scale video stream analytics

M Ali, A Anjum, MU Yaseen, AR Zamani… - 2018 IEEE 2nd …, 2018 - ieeexplore.ieee.org
Video Analytics based on edge computing is the only feasible approach to cater low latency
requirement for large-scale video streams [4]… Video analytics is described as an autonomous …

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

H Zhang, G Ananthanarayanan, P Bodik… - … USENIX Symposium on …, 2017 - usenix.org
… , a video analytics system that processes thousands of video analytics queries on live
video streams over large … We consider two key characteristics of video analytics: resource-quality …

Edge video analytics for public safety: A review

Q Zhang, H Sun, X Wu, H Zhong - Proceedings of the IEEE, 2019 - ieeexplore.ieee.org
… Therefore, an edge-enabled operation and maintenance system is promising to deal with
such problems for a largescale video surveillance system. The key technologies are twofold. …

[PDF][PDF] Challenges and Opportunities in DNN-Based Video Analytics: A Demonstration of the BlazeIt Video Query Engine.

D Kang, P Bailis, M Zaharia - CIDR, 2019 - cs.purdue.edu
… feasibility of video analytics at scale. We further describe the challenges that arise from
large-scale video, progress we have made in automating and optimizing video analytics pipelines…

Large-scale video analytics through object-level consolidation

D Rivas, F Guim, J Polo, JL Berral… - International Summit Smart …, 2021 - Springer
… On the other hand, offline video analytics processes images captured … video analytics are
two categories with very distinct requirements. In this paper, we focus on online video analytics

SIAT: A distributed video analytics framework for intelligent video surveillance

MA Uddin, A Alam, NA Tu, MS Islam, YK Lee - Symmetry, 2019 - mdpi.com
… The Big Data Curation Layer (BDCL) is the base layer and is responsible for the large scale
video stream, batch video, user profiles and other SIAT’s metadata and verity management. …

Large scale audio-visual video analytics platform for forensic investigations of terroristic attacks

A Schindler, M Boyer, A Lindley, D Schreiber… - … Conference, MMM 2019 …, 2019 - Springer
Video Analysis: Video analytics software makes surveillance systems more efficient, by
reducing the workload on security and management authorities. Computer vision problems such …