EQUI-VOCAL: Synthesizing Queries for Compositional Video Events from Limited User Interactions

Summary: EQUI-VOCAL synthesizes compositional video-event queries from a few positive/negative examples by using spatio-temporal scene graphs as its data model and query language. It leverages active learning to expand labels, tolerates noisy large video data, and outperforms baselines in F1, synthesis time, and robustness. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13117
Venue: VLDB
Year: 2023
Pagerank: 4.5263687e-05
Overall Rank: 8,382 | 41.75%
DOI: 10.14778/3611479.3611482

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 5 of 5 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
7,334	Aero: Adaptive Query Processing of ML Queries	2025	SIGMOD	4.7538944e-05
9,346	SketchQL: Video Moment Querying with a Visual Query Interface	2024	SIGMOD	4.3512358e-05
9,971	KathDB: Explainable Multimodal Database Management System with Human-AI Collaboration	2026	CIDR	4.1905499e-05
10,512	Self-Enhancing Video Data Management System for Compositional Events with Large Language Models	2025	SIGMOD	4.1905499e-05
11,286	EQUI-VOCAL Demonstration: Synthesizing Video Queries from User Interactions	2023	VLDB	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 22 of 22 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
332	Accelerating Machine Learning Inference with Probabilistic Predicates	2018	SIGMOD	0.00027173479
694	BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics	2020	VLDB	0.00018031141
1,390	MIRIS: Fast Object Track Queries in Video	2020	SIGMOD	0.00012242018
1,456	Query From Examples: An Iterative, Data-Driven Approach to Query Construction	2015	VLDB	0.00011891284
2,577	S4: Top-k Spreadsheet-Style Search for Query Discovery	2015	SIGMOD	8.5066436e-05
3,599	Spatial and Temporal Constrained Ranked Retrieval over Videos	2022	VLDB	6.92963e-05
3,662	Example-Driven Query Intent Discovery: Abductive Reasoning using Semantic Similarity	2019	VLDB	6.8647421e-05
4,078	Visual Road: A Video Data Management Benchmark	2019	SIGMOD	6.4633815e-05
4,212	SVQ++: Querying for Object Interactions in Video Streams	2020	SIGMOD	6.3494444e-05
4,221	Vaas: Video Analytics At Scale	2020	VLDB	6.3414314e-05
4,265	VSS: A Storage System for Video Analytics	2021	SIGMOD	6.3012892e-05
4,492	TASTI: Semantic Indexes for Machine Learning-based Queries over Unstructured Data	2022	SIGMOD	6.1374891e-05
4,865	OTIF: Efficient Tracker Pre-processing over Large Video Datasets	2022	SIGMOD	5.8627966e-05
4,909	A Method for Optimizing Opaque Filter Queries	2020	SIGMOD	5.8354189e-05
4,947	Evaluating Temporal Queries Over Video Feeds	2021	SIGMOD	5.8107138e-05
5,232	Zeus: Efficiently Localizing Actions in Videos using Reinforcement Learning	2022	SIGMOD	5.6094155e-05
5,554	PATSQL: Efficient Synthesis of SQL Queries from Example Tables with Quick Inference of Projected Columns	2021	VLDB	5.4410603e-05
6,004	DeepEverest: Accelerating Declarative Top-K Queries for Deep Neural Network Interpretation	2022	VLDB	5.2365238e-05
6,122	VOCAL: Video Organization and Interactive Compositional AnaLytics	2022	CIDR	5.1966758e-05
8,272	TQVS: Temporal Queries over Video Streams in Action	2020	SIGMOD	4.5394894e-05
9,301	Controlled Intentional Degradation in Analytical Video Systems	2022	SIGMOD	4.3558097e-05
9,771	VOCALExplore: Pay-as-You-Go Video Data Exploration and Model Building	2023	VLDB	4.2815042e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
9,771	VOCALExplore: Pay-as-You-Go Video Data Exploration and Model Building	2023	VLDB	4.2815042e-05
9,352	SketchQL Demonstration: Zero-shot Video Moment Querying with Sketches	2024	VLDB	4.3490308e-05
8,272	TQVS: Temporal Queries over Video Streams in Action	2020	SIGMOD	4.5394894e-05
4,947	Evaluating Temporal Queries Over Video Feeds	2021	SIGMOD	5.8107138e-05
3,624	SVQ: Streaming Video Queries	2019	SIGMOD	6.9013718e-05
11,064	Optimizing Video Queries with Declarative Clues	2024	VLDB	4.1905499e-05
9,346	SketchQL: Video Moment Querying with a Visual Query Interface	2024	SIGMOD	4.3512358e-05
10,512	Self-Enhancing Video Data Management System for Compositional Events with Large Language Models	2025	SIGMOD	4.1905499e-05
6,122	VOCAL: Video Organization and Interactive Compositional AnaLytics	2022	CIDR	5.1966758e-05
11,286	EQUI-VOCAL Demonstration: Synthesizing Video Queries from User Interactions	2023	VLDB	4.1905499e-05