Ekya: Continuous Learning of Video Analytics Models on Edge Compute Servers

19 December 2020

Romil Bhardwaj

Zhengxu Xia

Ganesh Ananthanarayanan

Papers citing "Ekya: Continuous Learning of Video Analytics Models on Edge Compute Servers"

22 / 22 papers shown

Title
Empowering Agentic Video Analytics Systems with Video Language Models Yuxuan Yan Shiqi Jiang Ting Cao Y. Yang Qianqian Yang Yuanchao Shu Y. Yang Lili Qiu VLM 70 0 0 01 May 2025
Legilimens: Performant Video Analytics on the System-on-Chip Edge M. Ramanujam Yinwei Dai Kyle Jamieson Ravi Netravali 78 0 0 29 Apr 2025
SA2FE: A Secure, Anonymous, Auditable, and Fair Edge Computing Service Offloading Framework Xiaojian Wang Huayue Gu Zhouyu Li Fangtong Zhou Ruozhou Yu Dejun Yang G. Xue 23 0 0 28 Apr 2025
Circinus: Efficient Query Planner for Compound ML Serving Banruo Liu Wei-Yu Lin Minghao Fang Yihan Jiang Fan Lai LRM 34 0 0 23 Apr 2025
Bandwidth Allocation for Cloud-Augmented Autonomous Driving Peter Schafhalter Alexander Krentsel Joseph E. Gonzalez Sylvia Ratnasamy S. Shenker Ion Stoica 79 0 0 26 Mar 2025
Loki: A System for Serving ML Inference Pipelines with Hardware and Accuracy Scaling Sohaib Ahmad Hui Guan Ramesh K. Sitaraman 40 4 0 04 Jul 2024
EdgeSync: Faster Edge-model Updating via Adaptive Continuous Learning for Video Data Drift Peng Zhao Runchu Dong Guiqin Wang Cong Zhao 33 1 0 05 Jun 2024
Online Resource Allocation for Edge Intelligence with Colocated Model Retraining and Inference Huaiguang Cai Zhi Zhou Qianyi Huang 40 3 0 25 May 2024
Egret: Reinforcement Mechanism for Sequential Computation Offloading in Edge Computing Haosong Peng Yufeng Zhan Dihua Zhai Xiaopu Zhang Yuanqing Xia 28 1 0 14 Apr 2024
Compass: A Decentralized Scheduler for Latency-Sensitive ML Workflows Yuting Yang Andrea Merlina Weijia Song Tiancheng Yuan Ken Birman Roman Vitenberg 41 0 0 27 Feb 2024
On Distributed Larger-Than-Memory Subset Selection With Pairwise Submodular Functions Maximilian Böther Abraham Sebastian Pranjal Awasthi Ana Klimovic Srikumar Ramalingam 42 0 0 26 Feb 2024
EdgeMA: Model Adaptation System for Real-Time Video Analytics on Edge Devices Liang Wang Nan Zhang Xiaoyang Qu Jianzong Wang Ji-guang Wan Guokuan Li Kaiyu Hu Guilin Jiang Jing Xiao 10 2 0 17 Aug 2023
Cost-effective On-device Continual Learning over Memory Hierarchy with Miro Xinyue Ma Suyeon Jeong Minjia Zhang Di Wang Jonghyun Choi Myeongjae Jeon CLL 16 13 0 11 Aug 2023
View while Moving: Efficient Video Recognition in Long-untrimmed Videos Ye Tian Meng Yang Lanshan Zhang Zhizhen Zhang Yang Liu Xiao-Zhu Xie Xirong Que Wendong Wang 24 7 0 09 Aug 2023
MadEye: Boosting Live Video Analytics Accuracy with Adaptive Camera Configurations M. Wong M. Ramanujam Guha Balakrishnan Ravi Netravali 29 4 0 04 Apr 2023
Task Placement and Resource Allocation for Edge Machine Learning: A GNN-based Multi-Agent Reinforcement Learning Paradigm Yihong Li Xiaoxi Zhang Tian Zeng Jingpu Duan Chuanxi Wu Di Wu Xu Chen 10 15 0 01 Feb 2023
On-device Training: A First Overview on Existing Systems Shuai Zhu Thiemo Voigt Jeonggil Ko Fatemeh Rahimian 31 14 0 01 Dec 2022
APT: Adaptive Perceptual quality based camera Tuning using reinforcement learning Sibendu Paul Kunal Rao G. Coviello Murugan Sankaradas Oliver Po Y. C. Hu S. Chakradhar 16 0 0 15 Nov 2022
Federated Learning under Distributed Concept Drift Ellango Jothimurugesan Kevin Hsieh Jianyu Wang Gauri Joshi Phillip B. Gibbons FedML 24 46 0 01 Jun 2022
Boggart: Towards General-Purpose Acceleration of Retrospective Video Analytics Neil Agarwal Ravi Netravali 27 14 0 21 Jun 2021
ALERT: Accurate Learning for Energy and Timeliness Chengcheng Wan M. Santriaji E. Rogers H. Hoffmann Michael Maire Shan Lu AI4CE 32 40 0 31 Oct 2019
ELASTIC: Improving CNNs with Dynamic Scaling Policies Huiyu Wang Aniruddha Kembhavi Ali Farhadi Alan Yuille Mohammad Rastegari 119 57 0 13 Dec 2018