SVQ: Streaming Video Queries

Summary: SVQ enables declarative queries over streaming video with approximate filters that pre-filter frames by targeted objects and spatial relations. Filters prune costly detection/localization using extensible DNNs and yield frame-rate gains up to two orders of magnitude depending on the query. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 5738
Venue: SIGMOD
Year: 2019
Pagerank: 6.9084299e-05
Overall Rank: 3,620 | 74.82%
DOI: -

Incoming Non-self Citations Over Time

Authors

1. Ioannis Xarchakos
2. Nick Koudas

Incoming Citations (Sorted by Pagerank)

Showing 12 of 12 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,388	MIRIS: Fast Object Track Queries in Video	2020	SIGMOD	0.00012260926
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
4,269	VSS: A Storage System for Video Analytics	2021	SIGMOD	6.306798e-05
4,950	Evaluating Temporal Queries Over Video Feeds	2021	SIGMOD	5.8104133e-05
5,173	FiGO: Fine-Grained Query Optimization in Video Analytics	2022	SIGMOD	5.6447253e-05
6,182	Top-K Deep Video Analytics: A Probabilistic Approach	2021	SIGMOD	5.1682689e-05
8,277	TQVS: Temporal Queries over Video Streams in Action	2020	SIGMOD	4.5436203e-05
8,287	DeepVQL: Deep Video Queries on PostgreSQL	2023	VLDB	4.5435639e-05
9,341	SketchQL: Video Moment Querying with a Visual Query Interface	2024	SIGMOD	4.3554097e-05
10,503	Self-Enhancing Video Data Management System for Compositional Events with Large Language Models	2025	SIGMOD	4.1945683e-05
11,061	Optimizing Video Queries with Declarative Clues	2024	VLDB	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 3 of 3 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
316	NoScope: Optimizing Neural Network Queries over Video at Scale	2017	VLDB	0.00027988668
329	Accelerating Machine Learning Inference with Probabilistic Predicates	2018	SIGMOD	0.00027249545
3,107	Topological Relations in the World of Minimum Bounding Rectangles: A Study with R-trees	1995	SIGMOD	7.550885e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
316	NoScope: Optimizing Neural Network Queries over Video at Scale	2017	VLDB	0.00027988668
9,768	DoveDB: A Declarative and Low-Latency Video Database	2023	VLDB	4.2856106e-05
8,383	EQUI-VOCAL: Synthesizing Queries for Compositional Video Events from Limited User Interactions	2023	VLDB	4.5307128e-05
1,657	Challenges and Opportunities in DNN-Based Video Analytics: A Demonstration of the BlazeIt Video Query Engine	2019	CIDR	0.00010987105
9,341	SketchQL: Video Moment Querying with a Visual Query Interface	2024	SIGMOD	4.3554097e-05
11,061	Optimizing Video Queries with Declarative Clues	2024	VLDB	4.1945683e-05
8,287	DeepVQL: Deep Video Queries on PostgreSQL	2023	VLDB	4.5435639e-05
4,950	Evaluating Temporal Queries Over Video Feeds	2021	SIGMOD	5.8104133e-05
8,277	TQVS: Temporal Queries over Video Streams in Action	2020	SIGMOD	4.5436203e-05
4,213	SVQ++: Querying for Object Interactions in Video Streams	2020	SIGMOD	6.3553296e-05