NoScope: Optimizing Neural Network Queries over Video at Scale

7 March 2017

Peter Bailis

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

50 / 55 papers shown

Title
HybridServe: Efficient Serving of Large AI Models with Confidence-Based Cascade Routing Leyang Xue Yao Fu Luo Mai Mahesh K. Marina 19 0 0 18 May 2025
Personalized Top-k Set Queries Over Predicted Scores Sohrab Namazi Nia Subhodeep Ghosh Senjuti Basu Roy S. Amer-Yahia 69 0 0 18 Feb 2025
Towards Causal Physical Error Discovery in Video Analytics Systems Jinjin Zhao Ted Shaowang Stavros Sintos S. Krishnan CML 29 0 0 27 May 2024
Biathlon: Harnessing Model Resilience for Accelerating ML Inference Pipelines Chaokun Chang Eric Lo Chunxiao Ye 26 2 0 18 May 2024
Hydro: Adaptive Query Processing of ML Queries Gaurav Tarlok Kakkar Jiashen Cao Aubhro Sengupta Joy Arulraj Hyesoon Kim 49 1 0 22 Mar 2024
Data-driven Discovery with Large Generative Models Bodhisattwa Prasad Majumder Harshit Surana Dhruv Agarwal Sanchaita Hazra Ashish Sabharwal Peter Clark 43 9 0 21 Feb 2024
Towards a Flexible Scale-out Framework for Efficient Visual Data Query Processing Rohit Verma Arun Raghunath 13 0 0 05 Feb 2024
BiSwift: Bandwidth Orchestrator for Multi-Stream Video Analytics on Edge Lin Sun Weijun Wang Tingting Yuan Liang Mi Haipeng Dai Yunxin Liu Xiaoming Fu 24 4 0 25 Dec 2023
Serving Deep Learning Model in Relational Databases Alexandre Eichenberger Qi Lin Saif Masood Hong Min Alexander Sim ... Yida Wang Kesheng Wu Binhang Yuan Lixi Zhou Jia Zou 29 1 0 07 Oct 2023
OneAdapt: Fast Adaptation for Deep Learning Applications via Backpropagation Kuntai Du Yuhan Liu Yitian Hao Qizheng Zhang Haodong Wang Yuyang Huang Ganesh Ananthanarayanan Junchen Jiang 40 1 0 03 Oct 2023
Spatialyze: A Geospatial Video Analytics System with Spatial-Aware Optimizations Chanwut Kittivorawong Yongming Ge Yousef Helal Alvin Cheung 21 3 0 07 Aug 2023
Shoggoth: Towards Efficient Edge-Cloud Collaborative Real-Time Video Inference via Adaptive Online Learning Liang Wang Kai Lu Nan Zhang Xiaoyang Qu Jianzong Wang Ji-guang Wan Guokuan Li Jing Xiao 26 11 0 27 Jun 2023
Adaptive Scheduling for Edge-Assisted DNN Serving Jian He Chen-Shun Yang Zhaoyuan He Ghufran Baig L. Qiu 19 0 0 19 Apr 2023
Edge-Based Video Analytics: A Survey Miao Hu Zhenxiao Luo A. Pasdar Young Choon Lee Yipeng Zhou Di Wu 47 14 0 25 Mar 2023
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 29 3 0 23 Aug 2022
Turbo: Opportunistic Enhancement for Edge Video Analytics Yan Lu Shiqi Jiang Ting Cao Yuanchao Shu 44 29 0 29 Jun 2022
On Efficient Approximate Queries over Machine Learning Models Dujian Ding S. Amer-Yahia L. Lakshmanan 27 5 0 06 Jun 2022
AccMPEG: Optimizing Video Encoding for Video Analytics Kuntai Du Qizheng Zhang Anton Arapin Haodong Wang Zhengxu Xia Junchen Jiang 40 17 0 26 Apr 2022
FrameHopper: Selective Processing of Video Frames in Detection-driven Real-Time Video Analytics Md. Adnan Arefeen Sumaiya Tabassum Nimi M. Y. S. Uddin 24 10 0 22 Mar 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
Enhancing Video Analytics Accuracy via Real-time Automated Camera Parameter Tuning Sibendu Paul Kunal Rao G. Coviello Murugan Sankaradas Oliver Po Y. C. Hu S. Chakradhar 11 10 0 08 Jul 2021
Privid: Practical, Privacy-Preserving Video Analytics Queries Frank Cangialosi Neil Agarwal V. Arun Junchen Jiang Srinivas Narayana Anand D. Sarwate Ravi Netravali PICV 29 22 0 22 Jun 2021
A Survey of Performance Optimization in Neural Network-Based Video Analytics Systems Nada Ibrahim Preeti Maurya Omid Jafari P. Nagarkar 30 4 0 10 May 2021
Arithmetic-Intensity-Guided Fault Tolerance for Neural Network Inference on GPUs J. Kosaian K. V. Rashmi 38 33 0 19 Apr 2021
Towards Automatic Model Specialization for Edge Video Analytics Daniel Rivas-Barragan F. Guim Jordà Polo P. M. Silva J. L. Berral D. Carrera 11 10 0 14 Apr 2021
Zeus: Efficiently Localizing Actions in Videos using Reinforcement Learning Pramod Chunduri J. Bang Yao Lu Joy Arulraj 21 11 0 06 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
AmphibianDetector: adaptive computation for moving objects detection D. Svitov S. Alyamkin ObjD 18 0 0 15 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
Jointly Optimizing Preprocessing and Inference for DNN-based Visual Analytics Daniel Kang A. Mathur Teja Veeramacheneni Peter Bailis Matei A. Zaharia 16 42 0 25 Jul 2020
FrugalML: How to Use ML Prediction APIs More Accurately and Cheaply Lingjiao Chen Matei A. Zaharia James Zou 9 42 0 12 Jun 2020
Serving DNNs like Clockwork: Performance Predictability from the Bottom Up A. Gujarati Reza Karimi Safya Alzayat Wei Hao Antoine Kaufmann Ymir Vigfusson Jonathan Mace 37 271 0 03 Jun 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
ApproxNet: Content and Contention-Aware Video Analytics System for Embedded Clients Xukan Ran Rakesh Kumar Pengcheng Wang Peter Bai Ganga Meghanath Somali Chaterji Subrata Mitra Saurabh Bagchi 24 18 0 28 Aug 2019
MobiSR: Efficient On-Device Super-Resolution through Heterogeneous Mobile Processors Royson Lee Stylianos I. Venieris L. Dudziak S. Bhattacharya Nicholas D. Lane SupR 27 95 0 21 Aug 2019
Convergence of Edge Computing and Deep Learning: A Comprehensive Survey Xiaofei Wang Yiwen Han Victor C. M. Leung Dusit Niyato Xueqiang Yan Xu Chen 22 978 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
Dataset Culling: Towards Efficient Training Of Distillation-Based Domain Specific Models Kentaro Yoshioka Edward H. Lee S. Wong M. Horowitz 14 2 0 01 Feb 2019
BlinkML: Efficient Maximum Likelihood Estimation with Probabilistic Guarantees Yongjoo Park Jingyi Qing Xiaoyang Shen Barzan Mozafari VLM 16 27 0 26 Dec 2018
Online Model Distillation for Efficient Video Inference Ravi Teja Mullapudi Steven Chen Keyi Zhang Deva Ramanan Kayvon Fatahalian VGen 20 114 0 06 Dec 2018
ReXCam: Resource-Efficient, Cross-Camera Video Analytics at Scale Samvit Jain Xun Zhang Yuhao Zhou Ganesh Ananthanarayanan Junchen Jiang Yuanchao Shu Joseph E. Gonzalez HAI 31 9 0 03 Nov 2018
Physical Representation-based Predicate Optimization for a Visual Analytics Database Michael R. Anderson Michael Cafarella G. Ros T. Wenisch 41 58 0 11 Jun 2018
A scene perception system for visually impaired based on object detection and classification using multi-modal DCNN Baljit Kaur J. Bhattacharya 7 13 0 22 May 2018
A Convolutional Feature Map based Deep Network targeted towards Traffic Detection and Classification Baljit Kaur J. Bhattacharya 6 14 0 22 May 2018
Rafiki: Machine Learning as an Analytics Service System Wei Wang Sheng Wang Jinyang Gao Meihui Zhang Gang Chen Teck Khim Ng Beng Chin Ooi 33 111 0 17 Apr 2018
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