Joint configuration adaptation and bandwidth allocation for edge-based real-time video analytics

C Wang, S Zhang, Y Chen, Z Qian… - IEEE INFOCOM 2020 …, 2020 - ieeexplore.ieee.org
… the trade-off among the analytics accuracy, service latency, and … video analytics offloading
configuration and bandwidth allocation scheme for a multi-user edge-assisted video analytics

Chameleon: scalable adaptation of video analytics

J Jiang, G Ananthanarayanan, P Bodik, S Sen… - Proceedings of the …, 2018 - dl.acm.org
… , a video analytics system that optimizes resource consumption and inference accuracy of
video analytics pipelines, by adapting their … adapt the configurations of the video pipelines. …

Lightweight online profiling-based configuration adaptation for video analytics system in edge computing

WJ Kim, CH Youn - IEEE Access, 2020 - ieeexplore.ieee.org
… a video analytics system to adapt configurations for optimizing the resource-accuracy
tradeoffs of multiple video … characteristics of the video objects. Then, based on it, we propose a …

Casva: Configuration-adaptive streaming for live video analytics

M Zhang, F Wang, J Liu - IEEE INFOCOM 2022-IEEE …, 2022 - ieeexplore.ieee.org
… We identified the potentials of configuration adaptation in live video analytics streaming
and revealed the fundamental challenges brought by the intrinsic dynamics in network con…

Motrack: Real-time configuration adaptation for video analytics through movement tracking

F Wu, L Gao, T Zhou, X Wang - 2021 IEEE Global …, 2021 - ieeexplore.ieee.org
… a method that adapts the configuration by analyzing past video analytics results instead of
… best configuration. We evaluate our method with two real-world video analytics applications: …

Adaptive configuration selection and bandwidth allocation for edge-based video analytics

S Zhang, C Wang, Y Jin, J Wu, Z Qian… - … /ACM Transactions on …, 2021 - ieeexplore.ieee.org
… The insight behind our problem is adapting video streams to bandwidth variation and intrin…
can efficiently adapt configurations and allocate bandwidth resources for video streams on the …

AdaConfigure: Reinforcement Learning-Based Adaptive Configuration for Video Analytics Services

Z He, Y Wang, C Tang, Z Wang, W Zhu, C Guo… - … on Multimedia Modeling, 2022 - Springer
… propose a video analytical configuration adaptationvideo analytics configuration framework,
AdaConfigure. Our solution can adapt the best configuration to intrusive dynamics of video

Soudain: Online adaptive profile configuration for real-time video analytics

K Wu, Y Jin, W Miao, Z Zeng, Z Qian… - 2021 IEEE/ACM 29th …, 2021 - ieeexplore.ieee.org
… Lightweight online profilingbased configuration adaptation for video analytics system in
edge computing. IEEE Access, 8:116881–116899, 2020. [35] Yuanqi Li, Arthi Padmanabhan, …

A Data Protection Focused Adaptation Engine for Distributed Video Analytics Pipelines

C Lachner, J Laufer, S Dustdar, K Pohl - IEEE Access, 2022 - ieeexplore.ieee.org
… guage to specify problematic configuration patterns (PCPs), and adaptation rules to mitigate
… compatibility between the problematic configuration patterns, adaptation rules, and the run-…

Profiling-free configuration adaptation and latency-aware resource scheduling for video analytics

T Zhou, F Wu, L Gao - … Conference on Big Data (Big Data), 2022 - ieeexplore.ieee.org
… In addition, live video analytics needs to be performed in real time. In this paper, we design
… for live video analytics. We propose to perform configuration adaptation without profiling v …