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

H Zhang, G Ananthanarayanan, P Bodik… - … USENIX Symposium on …, 2017 - usenix.org
… efficiently analyzing the live videos in realtime. We describe VideoStorm, a video analytics
system that processes thousands of video analytics queries on live video streams over large …

Live video analytics as a service

GH Apostolo, P Bauszat, V Nigade, HE Bal… - Proceedings of the 2nd …, 2022 - dl.acm.org
live video analytics, advocating for a concept known as live-video-analytics-asa-service [1…
The goal of our vision is to remove the complexity barrier for the adoption of video analytics in …

Edge video analytics for public safety: A review

Q Zhang, H Sun, X Wu, H Zhong - Proceedings of the IEEE, 2019 - ieeexplore.ieee.org
… -scale live video streams on the Cloud is impractical as the edge solution that conducts
the video analytics on (or close to) the camera provides a silvering light. Analyzing live video

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
… The edge device can filter non-ROI in a live video stream and perform video analytics tasks.
… in the video stream to the edge node. Then, the edge device configures the video stream …

Enabling live video analytics with a scalable and privacy-aware framework

J Wang, B Amos, A Das, P Pillai, N Sadeh… - ACM Transactions on …, 2018 - dl.acm.org
… , live video analytics ecosystem … video streams that selectively blurs faces according to
specified policies at full frame rates. This enables privacy management for live video analytics

A scalable and privacy-aware IoT service for live video analytics

J Wang, B Amos, A Das, P Pillai, N Sadeh… - Proceedings of the 8th …, 2017 - dl.acm.org
… focuses on live video analytics. This forces us to solve the problem of real-time video
denaturing at full frame rate. Although implementation is less challenging if video analytics is done …

[PDF][PDF] VIVA: An End-to-End System for Interactive Video Analytics.

D Kang, F Romero, PD Bailis, C Kozyrakis, M Zaharia - CIDR, 2022 - info290.github.io
… emerge for video analytics. However, designing systems for interactive video analytics (IVA), …
We describe each query type from a video analytics perspective and discuss its implications …

Bandwidth-efficient live video analytics for drones via edge computing

J Wang, Z Feng, Z Chen, S George… - 2018 ieee/acm …, 2018 - ieeexplore.ieee.org
… -operated drones are designed to store the entire video footage from a flight on-board. In
our live video analytics setup, when portions of video feeds are streamed back to cloudlets for …

Distream: scaling live video analytics with workload-adaptive distributed edge intelligence

X Zeng, B Fang, H Shen, M Zhang - Proceedings of the 18th Conference …, 2020 - dl.acm.org
… systems aim to optimize live video analytics from a variety of … Distream, a distributed live
video analytics system based on … -throughput, and scalable live video analytics. The key behind …

Casva: Configuration-adaptive streaming for live video analytics

M Zhang, F Wang, J Liu - IEEE INFOCOM 2022-IEEE …, 2022 - ieeexplore.ieee.org
video configuration affects its bandwidth requirement and inference accuracy. To handle the
complicated dynamics in live video analytics … of video types and video analytics tasks show …