Publications

Task Me Anything
Jieyu Zhang, Weikai Huang^*, Zixian Ma^*, Oscar Michel, Dong He, Tanmay Gupta, Wei-Chiu Ma, Ali Farhadi, Aniruddha Kembhavi, Ranjay Krishna
NeurIPS 2024, Datasets and Benchmarks Track
[Preprint] [Website] [Code]

MaskSearch: Querying Image Masks at Scale
Dong He, Jieyu Zhang, Maureen Daum, Alexander Ratner, Magdalena Balazinska
Under Review
[Preprint] [Website] [Code]

VOCALExplore: Pay-as-You-Go Video Data Exploration and Model Building
Maureen Daum, Enhao Zhang, Dong He, Stephen Mussmann, Brandon Haynes, Ranjay Krishna, Magdalena Balazinska
Proceedings of the VLDB Endowment, 16(13), 2023
[Paper] [Code]

EQUI-VOCAL: Synthesizing Queries for Compositional Video Events from Limited User Interactions
Enhao Zhang, Maureen Daum, Dong He, Brandon Haynes, Ranjay Krishna, Magdalena Balazinska
Proceedings of the VLDB Endowment, 16(11), 2023
[Paper] [Code]

EQUI-VOCAL Demonstration: Synthesizing Video Queries from User Interactions
Enhao Zhang, Maureen Daum, Dong He, Manasi Ganti, Brandon Haynes, Ranjay Krishna, Magdalena Balazinska
Proceedings of the VLDB Endowment, 16(12), 2023
[Paper]

Query Processing on Tensor Computation Runtimes
Dong He, Supun Nakandala, Dalitso Banda, Rathijit Sen, Karla Saur, Kwanghyun Park, Carlo Curino, Jesús Camacho-Rodríguez, Konstantinos Karanasos, Matteo Interlandi
Proceedings of the VLDB Endowment, 15(11), 2022
[Paper] [DOI] [VLDB Talk] [TQP Featured by Azure CTO] [MarkTechPost] [Synced Review]

Share the Tensor Tea: How Databases can Leverage the Machine Learning Ecosystem
Yuki Asada^*, Victor Fu^*, Apurva Gandhi^*, Advitya Gemawat^*, Lihao Zhang^*, Dong He, Vivek Gupta, Ehi Nosakhare, Dalitso Banda, Rathijit Sen, Matteo Interlandi
Proceedings of the VLDB Endowment, 15(12), 2022 Best Demonstration Award
[Paper] [DOI] [Demo of Tensor Query Processor]

VOCAL: Video Organization and Interactive Compositional AnaLytics
Maureen Daum^*, Enhao Zhang^*, Dong He, Magdalena Balazinska, Brandon Haynes, Ranjay Krishna, Apryle Craig, Aaron Wirsing
12th Annual Conference on Innovative Data Systems Research (CIDR ‘22) Madrona Prize Winner
[Paper] [Website] [Talk]

DeepEverest: Accelerating Declarative Top-K Queries for Deep Neural Network Interpretation
Dong He, Maureen Daum, Walter Cai, Magdalena Balazinska
Proceedings of the VLDB Endowment, 15(1), 2021
[Paper] [DOI] [Extended Tech Report] [Website] [Code] [Talk]

VSS: A Storage System for Video Analytics
Brandon Haynes, Maureen Daum, Dong He, Amrita Mazumdar, Magdalena Balazinska, Alvin Cheung, Luis Ceze
Proceedings of the 2021 International Conference on Management of Data (SIGMOD ‘21)
[Paper] [Website] [Code] [Talk]

TASM: A Tile-Based Storage Manager for Video Analytics
Maureen Daum, Brandon Haynes, Dong He, Amrita Mazumdar, Magdalena Balazinska
2021 IEEE 37th International Conference on Data Engineering (ICDE ‘21)
[Paper] [DOI] [Website] [Code] [Talk]

Accelerating Mobile Applications at the Network Edge with Software-Programmable FPGAs
Shuang Jiang, Dong He, Chenxi Yang, Chenren Xu, Guojie Luo, Yang Chen, Yunlu Liu, Jiangwei Jiang
IEEE INFOCOM 2018 - IEEE Conference on Computer Communications
[Paper] [DOI]