NoScope: Optimizing Neural Network Queries over Video at Scale

NoScope: Optimizing Neural Network Queries over Video at Scale

7 March 2017

Peter Bailis

Matei A. Zaharia

Papers citing "NoScope: Optimizing Neural Network Queries over Video at Scale"

17 / 17 papers shown

Title
A novel efficient Multi-view traffic-related object detection framework Kun Yang Jing Liu Dingkang Yang Han-Lin Wang Peng Sun Yanni Zhang Yan Liu Liang Song 33 12 0 23 Feb 2023
A Study on the Intersection of GPU Utilization and CNN Inference J. Kosaian Amar Phanishayee 25 3 0 15 Dec 2022
Elixir: A system to enhance data quality for multiple analytics on a video stream Sibendu Paul Kunal Rao G. Coviello Murugan Sankaradas Oliver Po Y. C. Hu S. Chakradhar 29 1 0 08 Dec 2022
Survey: Exploiting Data Redundancy for Optimization of Deep Learning Jou-An Chen Wei Niu Bin Ren Yanzhi Wang Xipeng Shen 23 24 0 29 Aug 2022
Why is the video analytics accuracy fluctuating, and what can we do about it? Sibendu Paul Kunal Rao G. Coviello Murugan Sankaradas Oliver Po Y. C. Hu S. Chakradhar AAML 22 3 0 23 Aug 2022
On Efficient Approximate Queries over Machine Learning Models Dujian Ding S. Amer-Yahia L. Lakshmanan 27 5 0 06 Jun 2022
Croesus: Multi-Stage Processing and Transactions for Video-Analytics in Edge-Cloud Systems Samaa Gazzaz Vishal Chakraborty Faisal Nawab 41 10 0 31 Dec 2021
Arithmetic-Intensity-Guided Fault Tolerance for Neural Network Inference on GPUs J. Kosaian K. V. Rashmi 38 33 0 19 Apr 2021
Movement Tracks for the Automatic Detection of Fish Behavior in Videos Declan McIntosh T. Marques A. Albu R. Rountree F. D. Leo 19 12 0 28 Nov 2020
SPINN: Synergistic Progressive Inference of Neural Networks over Device and Cloud Stefanos Laskaridis Stylianos I. Venieris Mario Almeida Ilias Leontiadis Nicholas D. Lane 28 266 0 14 Aug 2020
SurveilEdge: Real-time Video Query based on Collaborative Cloud-Edge Deep Learning Shibo Wang Shusen Yang Cong Zhao 18 59 0 04 Jan 2020
Convergence of Edge Computing and Deep Learning: A Comprehensive Survey Xiaofei Wang Yiwen Han Victor C. M. Leung Dusit Niyato Xueqiang Yan Xu Chen 17 977 0 19 Jul 2019
Scaling Video Analytics on Constrained Edge Nodes Christopher Canel Thomas Kim Giulio Zhou Conglong Li Hyeontaek Lim D. Andersen M. Kaminsky Subramanya R. Dulloor 11 162 0 24 May 2019
Recurrent Residual Module for Fast Inference in Videos Bowen Pan Wuwei Lin Xiaolin Fang Chaoqin Huang Bolei Zhou Cewu Lu ObjD 28 33 0 27 Feb 2018
Focus: Querying Large Video Datasets with Low Latency and Low Cost Kevin Hsieh Ganesh Ananthanarayanan P. Bodík P. Bahl Matthai Philipose Phillip B. Gibbons O. Mutlu 27 275 0 10 Jan 2018
IDK Cascades: Fast Deep Learning by Learning not to Overthink Xin Wang Yujia Luo D. Crankshaw Alexey Tumanov Fisher Yu Joseph E. Gonzalez 27 107 0 03 Jun 2017
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 274 5,330 0 05 Nov 2016