Focus: Querying Large Video Datasets with Low Latency and Low Cost

10 January 2018

Kevin Hsieh

Ganesh Ananthanarayanan

Papers citing "Focus: Querying Large Video Datasets with Low Latency and Low Cost"

50 / 75 papers shown

Title
Circinus: Efficient Query Planner for Compound ML Serving Banruo Liu Wei-Yu Lin Minghao Fang Yihan Jiang Fan Lai LRM 39 0 0 23 Apr 2025
CloudEye: A New Paradigm of Video Analysis System for Mobile Visual Scenarios Huan Cui Qing Li Hanling Wang Yong-jia Jiang 21 0 0 24 Oct 2024
Towards Causal Physical Error Discovery in Video Analytics Systems Jinjin Zhao Ted Shaowang Stavros Sintos S. Krishnan CML 29 0 0 27 May 2024
Enabling Cross-Camera Collaboration for Video Analytics on Distributed Smart Cameras Chulhong Min Juheon Yi Utku Günay Acer F. Kawsar 30 1 0 25 Jan 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
Apparate: Rethinking Early Exits to Tame Latency-Throughput Tensions in ML Serving Yinwei Dai Rui Pan Anand Iyer Kai Li Ravi Netravali 31 7 0 08 Dec 2023
VQPy: An Object-Oriented Approach to Modern Video Analytics Shan Yu Zhenting Zhu Yu Chen Hanchen Xu Pengzhan Zhao Yang Wang Arthi Padmanabhan Hugo Latapie Harry Xu 55 3 0 03 Nov 2023
Efficient IoT Inference via Context-Awareness Mohammad Mehdi Rastikerdar Jin Huang Shiwei Fang Hui Guan Deepak Ganesan 40 0 0 29 Oct 2023
MOSEL: Inference Serving Using Dynamic Modality Selection Bodun Hu Le Xu Jeongyoon Moon N. Yadwadkar Aditya Akella 13 4 0 27 Oct 2023
Extract-Transform-Load for Video Streams Ferdinand Kossmann Ziniu Wu Eugenie Lai Nesime Tatbul Lei Cao Tim Kraska Samuel Madden 11 13 0 07 Oct 2023
AdaEvo: Edge-Assisted Continuous and Timely DNN Model Evolution for Mobile Devices Lehao Wang Zhiwen Yu Haoyi Yu Sicong Liu Yaxiong Xie Bin Guo Yunxin Liu 21 5 0 27 Sep 2023
ILCAS: Imitation Learning-Based Configuration-Adaptive Streaming for Live Video Analytics with Cross-Camera Collaboration Duo Wu Dayou Zhang Miao Zhang Ruoyu Zhang Fang Wang Shuguang Cui 26 7 0 19 Aug 2023
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 23 2 0 17 Aug 2023
Subgraph Stationary Hardware-Software Inference Co-Design Payman Behnam Jianming Tong Alind Khare Yang Chen Yue Pan Pranav Gadikar Abhimanyu Bambhaniya T. Krishna Alexey Tumanov 22 3 0 21 Jun 2023
MaskSearch: Querying Image Masks at Scale Dong He Jieyu Zhang Maureen Daum Alexander Ratner Magdalena Balazinska VLM 34 2 0 03 May 2023
An Ensemble Mobile-Cloud Computing Method for Affordable and Accurate Glucometer Readout Navidreza Asadi M. Goudarzi 22 1 0 04 Jan 2023
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 24 1 0 08 Dec 2022
Edge Video Analytics: A Survey on Applications, Systems and Enabling Techniques Renjie Xu S. Razavi Rong Zheng 44 15 0 28 Nov 2022
Coverage-centric Coreset Selection for High Pruning Rates Haizhong Zheng Rui Liu Fan Lai Atul Prakash 33 53 0 28 Oct 2022
InFi: End-to-End Learning to Filter Input for Resource-Efficiency in Mobile-Centric Inference Mu Yuan Lan Zhang Fengxiang He Xueting Tong Miao-Hui Song Zhengyuan Xu Xiang-Yang Li 32 2 0 28 Sep 2022
Reshape: Adaptive Result-aware Skew Handling for Exploratory Analysis on Big Data Avinash Kumar Sadeem Alsudais Shengquan Ni Zihan Wang Yicong Huang Chen Li 15 1 0 28 Aug 2022
CoVA: Exploiting Compressed-Domain Analysis to Accelerate Video Analytics Jinwoo Hwang Minsu Kim Daeun Kim Seungho Nam Yoonsung Kim Dohee Kim Hardik Sharma Jongse Park 46 14 0 02 Jul 2022
Swan: A Neural Engine for Efficient DNN Training on Smartphone SoCs Sanjay Sri Vallabh Singapuram Fan Lai Chuheng Hu Mosharaf Chowdhury 19 5 0 09 Jun 2022
On Efficient Approximate Queries over Machine Learning Models Dujian Ding S. Amer-Yahia L. Lakshmanan 24 5 0 06 Jun 2022
AccMPEG: Optimizing Video Encoding for Video Analytics Kuntai Du Qizheng Zhang Anton Arapin Haodong Wang Zhengxu Xia Junchen Jiang 38 17 0 26 Apr 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 43 59 0 19 Jan 2022
Large-Scale Video Analytics through Object-Level Consolidation Daniel Rivas-Barragan F. Guim Jordà Polo David Carrera 9 1 0 30 Nov 2021
The Internet of Federated Things (IoFT): A Vision for the Future and In-depth Survey of Data-driven Approaches for Federated Learning Raed Al Kontar Naichen Shi Xubo Yue Seokhyun Chung E. Byon ... C. Okwudire Garvesh Raskutti R. Saigal Karandeep Singh Ye Zhisheng FedML 41 50 0 09 Nov 2021
Where were my keys? -- Aggregating Spatial-Temporal Instances of Objects for Efficient Retrieval over Long Periods of Time Ifrah Idrees Zahid Hasan S. Reiss Stefanie Tellex 24 2 0 25 Oct 2021
Minimum Viable Device Drivers for ARM TrustZone Liwei Guo F. Lin 24 18 0 15 Oct 2021
Google Neural Network Models for Edge Devices: Analyzing and Mitigating Machine Learning Inference Bottlenecks Amirali Boroumand Saugata Ghose Berkin Akin Ravi Narayanaswami Geraldo F. Oliveira Xiaoyu Ma Eric Shiu O. Mutlu 20 81 0 29 Sep 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 6 10 0 08 Jul 2021
Pool of Experts: Realtime Querying Specialized Knowledge in Massive Neural Networks Hakbin Kim Dong-Wan Choi 17 2 0 03 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 21 22 0 22 Jun 2021
Boggart: Towards General-Purpose Acceleration of Retrospective Video Analytics Neil Agarwal Ravi Netravali 27 14 0 21 Jun 2021
Deep Neural Network-based Enhancement for Image and Video Streaming Systems: A Survey and Future Directions Royson Lee Stylianos I. Venieris Nicholas D. Lane AI4TS 57 44 0 07 Jun 2021
CrossRoI: Cross-camera Region of Interest Optimization for Efficient Real Time Video Analytics at Scale Hongpeng Guo Shuochao Yao Zhe Yang Qian Zhou K. Nahrstedt 9 42 0 13 May 2021
A Survey of Performance Optimization in Neural Network-Based Video Analytics Systems Nada Ibrahim Preeti Maurya Omid Jafari P. Nagarkar 28 4 0 10 May 2021
VID-WIN: Fast Video Event Matching with Query-Aware Windowing at the Edge for the Internet of Multimedia Things Piyush Yadav Dhaval Salwala E. Curry 16 15 0 27 Apr 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
Llama: A Heterogeneous & Serverless Framework for Auto-Tuning Video Analytics Pipelines Francisco Romero Mark Zhao N. Yadwadkar Christos Kozyrakis 33 101 0 03 Feb 2021
Accelerating Deep Learning Inference via Learned Caches Arjun Balasubramanian Adarsh Kumar Yuhan Liu Han Cao Shivaram Venkataraman Aditya Akella 28 18 0 18 Jan 2021
Ekya: Continuous Learning of Video Analytics Models on Edge Compute Servers Romil Bhardwaj Zhengxu Xia Ganesh Ananthanarayanan Junchen Jiang Nikolaos Karianakis Yuanchao Shu Kevin Hsieh P. Bahl Ion Stoica 27 162 0 19 Dec 2020
Clique: Spatiotemporal Object Re-identification at the City Scale Tiantu Xu Kaiwen Shen Yang Fu Humphrey Shi F. Lin 11 0 0 17 Dec 2020
Amadeus: Scalable, Privacy-Preserving Live Video Analytics Sandeep M. D'Souza P. Bahl Lixiang Ao Landon P. Cox 16 8 0 06 Nov 2020
ApproxDet: Content and Contention-Aware Approximate Object Detection for Mobiles Ran Xu Chen-Da Liu-Zhang Pengcheng Wang Jayoung Lee Subrata Mitra Somali Chaterji Yin Li S. Bagchi 23 58 0 21 Oct 2020
Oort: Efficient Federated Learning via Guided Participant Selection Fan Lai Xiangfeng Zhu H. Madhyastha Mosharaf Chowdhury FedML OODD 19 226 0 12 Oct 2020
MicroRec: Efficient Recommendation Inference by Hardware and Data Structure Solutions Wenqi Jiang Zhen He Shuai Zhang Thomas B. Preußer Kai Zeng ... Tongxuan Liu Yong Li Jingren Zhou Ce Zhang Gustavo Alonso 42 7 0 12 Oct 2020
Neural Enhancement in Content Delivery Systems: The State-of-the-Art and Future Directions Royson Lee Stylianos I. Venieris Nicholas D. Lane 30 7 0 12 Oct 2020