28 citations · 30 across the 5 of their papers we have counts for
6 papers
MaskSearch: Querying Image Masks at Scale
Dong He, Jieyu Zhang, Maureen Daum +2
Machine learning tasks over image databases often generate masks that annotate image content (e.g., saliency maps, segmentation maps, depth maps) and enable a variety of applicatio…
VOCALExplore: Pay-as-You-Go Video Data Exploration and Model Building [Technical Report]
Maureen Daum, Enhao Zhang, Dong He +4
We introduce VOCALExplore, a system designed to support users in building domain-specific models over video datasets. VOCALExplore supports interactive labeling sessions and trains…
EQUI-VOCAL: Synthesizing Queries for Compositional Video Events from Limited User Interactions [Technical Report]
Enhao Zhang, Maureen Daum, Dong He +3
We introduce EQUI-VOCAL: a new system that automatically synthesizes queries over videos from limited user interactions. The user only provides a handful of positive and negative e…
DeepEverest: Accelerating Declarative Top-K Queries for Deep Neural Network Interpretation
Dong He, Maureen Daum, Walter Cai +1
We design, implement, and evaluate DeepEverest, a system for the efficient execution of interpretation by example queries over the activation values of a deep neural network. DeepE…
TASM: A Tile-Based Storage Manager for Video Analytics
Maureen Daum, Brandon Haynes, Dong He +2
Modern video data management systems store videos as a single encoded file, which significantly limits possible storage level optimizations. We design, implement, and evaluate TASM…
Tea: A High-level Language and Runtime System for Automating Statistical Analysis
Eunice Jun, Maureen Daum, Jared Roesch +4
Though statistical analyses are centered on research questions and hypotheses, current statistical analysis tools are not. Users must first translate their hypotheses into specific…