Databases · Computer Science
Focus: Querying Large Video Datasets with Low Latency and Low Cost
Kevin Hsieh, Ganesh Ananthanarayanan, Peter Bodik, Paramvir Bahl +3
2018-01-11
Machine Learning · Computer Science
Accelerating Deep Learning Inference via Freezing
Adarsh Kumar, Arjun Balasubramanian, Shivaram Venkataraman, Aditya Akella
2020-02-10
Computer Vision and Pattern Recognition · Computer Science
Focusing on What is Relevant: Time-Series Learning and Understanding using Attention
Phongtharin Vinayavekhin, Subhajit Chaudhury, Asim Munawar, Don Joven Agravante +3
2018-06-25
Machine Learning · Computer Science
Reduced-Order Modeling of Deep Neural Networks
Julia Gusak, Talgat Daulbaev, Evgeny Ponomarev, Andrzej Cichocki +1
2020-11-26
Computer Vision and Pattern Recognition · Computer Science
An automated approach for improving the inference latency and energy efficiency of pretrained CNNs by removing irrelevant pixels with focused convolutions
Caleb Tung, Nicholas Eliopoulos, Purvish Jajal, Gowri Ramshankar +6
2023-10-13
Computer Vision and Pattern Recognition · Computer Science
DualFormer: Local-Global Stratified Transformer for Efficient Video Recognition
Yuxuan Liang, Pan Zhou, Roger Zimmermann, Shuicheng Yan
2022-11-23
Computer Vision and Pattern Recognition · Computer Science
CHAI: CacHe Attention Inference for text2video
Joel Mathew Cherian, Ashutosh Muralidhara Bharadwaj, Vima Gupta, Anand Padmanabha Iyer
2026-02-19
Databases · Computer Science
THIA: Accelerating Video Analytics using Early Inference and Fine-Grained Query Planning
Jiashen Cao, Ramyad Hadidi, Joy Arulraj, Hyesoon Kim
2021-02-18
Databases · Computer Science
FOSS: A Self-Learned Doctor for Query Optimizer
Kai Zhong, Luming Sun, Tao Ji, Cuiping Li +1
2024-08-15
Machine Learning · Computer Science
Cortex: A Compiler for Recursive Deep Learning Models
Pratik Fegade, Tianqi Chen, Phillip B. Gibbons, Todd C. Mowry
2021-03-08
Image and Video Processing · Electrical Eng. & Systems
DeDelayed: Deleting Remote Inference Delay via On-Device Correction
Dan Jacobellis, Mateen Ulhaq, Fabien Racapé, Hyomin Choi +1
2026-04-03
Machine Learning · Computer Science
Adaptive Neural Networks for Efficient Inference
Tolga Bolukbasi, Joseph Wang, Ofer Dekel, Venkatesh Saligrama
2017-09-20
Databases · Computer Science
Don't Trash your Intermediate Results, Cache 'em
Prasan Roy, Krithi Ramamritham, S. Seshadri, Pradeep Shenoy +1
2007-05-23
Computer Vision and Pattern Recognition · Computer Science
Space-time Mixing Attention for Video Transformer
Adrian Bulat, Juan-Manuel Perez-Rua, Swathikiran Sudhakaran, Brais Martinez +1
2021-06-14
Computer Vision and Pattern Recognition · Computer Science
EcoLens: Leveraging Multi-Objective Bayesian Optimization for Energy-Efficient Video Processing on Edge Devices
Benjamin Civjan, Bo Chen, Ruixiao Zhang, Klara Nahrstedt
2025-06-03
Computer Vision and Pattern Recognition · Computer Science
Dynamic Inference: A New Approach Toward Efficient Video Action Recognition
Wenhao Wu, Dongliang He, Xiao Tan, Shifeng Chen +2
2020-02-11
Computer Vision and Pattern Recognition · Computer Science
Less is More: Pay Less Attention in Vision Transformers
Zizheng Pan, Bohan Zhuang, Haoyu He, Jing Liu +1
2021-12-24