EQUI-VOCAL Demonstration: Synthesizing Video Queries from User Interactions
Summary: EQUI-VOCAL synthesizes compositional, declarative video queries via few-shot user inputs (few positives/negatives) plus selective sampling of additional labels, enabling retrieval of complex events without manual query construction. Demo provides a GUI for hands-on query synthesis and exploration of hyperparameter and label-noise effects on retrieval performance. (summarized by gpt-5-mini on Feb 09 2026)
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Authors
- 1. Enhao Zhang
- 2. Maureen Daum
- 3. Dong He
- 4. Manasi Ganti
- 5. Brandon Haynes
- 6. Ranjay Krishna
- 7. Magdalena Balazinska
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,503 | Self-Enhancing Video Data Management System for Compositional Events with Large Language Models | 2025 | SIGMOD | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 329 | Accelerating Machine Learning Inference with Probabilistic Predicates | 2018 | SIGMOD | 0.00027249545 |
| 3,604 | Spatial and Temporal Constrained Ranked Retrieval over Videos | 2022 | VLDB | 6.9301368e-05 |
| 4,213 | SVQ++: Querying for Object Interactions in Video Streams | 2020 | SIGMOD | 6.3553296e-05 |
| 6,130 | VOCAL: Video Organization and Interactive Compositional AnaLytics | 2022 | CIDR | 5.1962107e-05 |
| 8,383 | EQUI-VOCAL: Synthesizing Queries for Compositional Video Events from Limited User Interactions | 2023 | VLDB | 4.5307128e-05 |
| 9,769 | VOCALExplore: Pay-as-You-Go Video Data Exploration and Model Building | 2023 | VLDB | 4.2856106e-05 |
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