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"

20 / 20 papers shown

Title
Efficient Precision-Scalable Hardware for Microscaling (MX) Processing in Robotics Learning Stef Cuyckens Xiaoling Yi Nitish Satya Murthy Chao Fang Marian Verhelst 37 0 0 28 May 2025
Alchemist: Towards the Design of Efficient Online Continual Learning System Yuyang Huang Yuhan Liu Haryadi S. Gunawi Beibin Li Changho Hwang CLL OnRL 170 0 0 03 Mar 2025
AgroLLM: Connecting Farmers and Agricultural Practices through Large Language Models for Enhanced Knowledge Transfer and Practical Application Dinesh Jackson Samuel Inna Skarga-Bandurova David Sikolia Muhammad Awais 82 0 0 28 Feb 2025
Federated Learning Clients Clustering with Adaptation to Data Drifts Minghao Li Dmitrii Avdiukhin Rana Shahout Nikita Ivkin Vladimir Braverman Minlan Yu FedML 64 0 0 03 Nov 2024
Online Resource Allocation for Edge Intelligence with Colocated Model Retraining and Inference Huaiguang Cai Zhi Zhou Qianyi Huang 62 4 0 25 May 2024
Egret: Reinforcement Mechanism for Sequential Computation Offloading in Edge Computing Haosong Peng Yufeng Zhan Dihua Zhai Xiaopu Zhang Yuanqing Xia 100 1 0 14 Apr 2024
DaCapo: Accelerating Continuous Learning in Autonomous Systems for Video Analytics Yoonsung Kim Changhun Oh Jinwoo Hwang Wonung Kim Seongryong Oh Yubin Lee Hardik Sharma Amir Yazdanbakhsh Jongse Park 84 8 0 21 Mar 2024
On Distributed Larger-Than-Memory Subset Selection With Pairwise Submodular Functions Maximilian Böther Abraham Sebastian Pranjal Awasthi Ana Klimovic Srikumar Ramalingam 108 0 0 26 Feb 2024
MadEye: Boosting Live Video Analytics Accuracy with Adaptive Camera Configurations M. Wong M. Ramanujam Guha Balakrishnan Ravi Netravali 85 5 0 04 Apr 2023
Moby: Empowering 2D Models for Efficient Point Cloud Analytics on the Edge Jingzong Li Yik Hong Cai Libin Liu Yushun Mao Chun Jason Xue Hongchang Xu 47 4 0 18 Feb 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 53 18 0 01 Feb 2023
On-device Training: A First Overview on Existing Systems Shuai Zhu Thiemo Voigt Jeonggil Ko Fatemeh Rahimian 127 17 0 01 Dec 2022
Edge Video Analytics: A Survey on Applications, Systems and Enabling Techniques Renjie Xu S. Razavi Rong Zheng 101 19 0 28 Nov 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 59 0 0 15 Nov 2022
Turbo: Opportunistic Enhancement for Edge Video Analytics Yan Lu Shiqi Jiang Ting Cao Yuanchao Shu 76 29 0 29 Jun 2022
Federated Learning under Distributed Concept Drift Ellango Jothimurugesan Kevin Hsieh Jianyu Wang Gauri Joshi Phillip B. Gibbons FedML 96 49 0 01 Jun 2022
GEMEL: Model Merging for Memory-Efficient, Real-Time Video Analytics at the Edge Arthi Padmanabhan Neil Agarwal Anand Iyer Ganesh Ananthanarayanan Yuanchao Shu Nikolaos Karianakis G. Xu Ravi Netravali 82 62 0 19 Jan 2022
Boggart: Towards General-Purpose Acceleration of Retrospective Video Analytics Neil Agarwal Ravi Netravali 69 15 0 21 Jun 2021
ALERT: Accurate Learning for Energy and Timeliness Chengcheng Wan M. Santriaji E. Rogers H. Hoffmann Michael Maire Shan Lu AI4CE 94 42 0 31 Oct 2019
YOLO9000: Better, Faster, Stronger Joseph Redmon Ali Farhadi VLM ObjD 183 15,668 0 25 Dec 2016