Scalable Complex Event Processing on Video Streams

Summary: Bobsled enables efficient complex event queries over video streams, leveraging temporal patterns beyond simple selection/aggregation. Throughput gains of 2.4–11.6x over state-of-the-art with no accuracy loss demonstrate scalable, real-time video CEP. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 7306
Venue: SIGMOD
Year: 2025
Pagerank: 4.1905499e-05
Overall Rank: 10,532 | 26.81%
DOI: 10.1145/3725419

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Rank	Citing Paper	Year	Venue	Pagerank

Outgoing Citations (Sorted by Pagerank)

Showing 37 of 37 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
36	Fast Algorithms for Mining Association Rules	1994	VLDB	0.00076114894
259	High-Performance Complex Event Processing over Streams	2006	SIGMOD	0.00030155645
317	NoScope: Optimizing Neural Network Queries over Video at Scale	2017	VLDB	0.0002798145
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
772	Efficient Pattern Matching over Event Streams	2008	SIGMOD	0.00016790632
1,081	Dhalion: Self-Regulating Stream Processing in Heron	2017	VLDB	0.00014201838
1,417	ZStream: A Cost-based Query Processor for Adaptively Detecting Composite Events	2009	SIGMOD	0.00012084678
2,029	On Complexity and Optimization of Expensive Queries in Complex Event Processing	2014	SIGMOD	9.7344839e-05
2,308	Nearest Neighbor Classifiers over Incomplete Information: From Certain Answers to Certain Predictions	2021	VLDB	9.0634287e-05
2,319	Optimization of Sequence Queries in Database Systems	2001	PODS	9.0421991e-05
2,341	SASE: Complex Event Processing over Streams	2007	CIDR	9.0009661e-05
2,884	Microsoft CEP Server and Online Behavioral Targeting	2009	VLDB	7.9658952e-05
3,214	Cayuga: A High-Performance Event Processing Engine	2007	SIGMOD	7.3708419e-05
3,395	Event Queries on Correlated Probabilistic Streams	2008	SIGMOD	7.1402267e-05
3,553	Approximate Selection with Guarantees using Proxies	2020	VLDB	6.9763548e-05
3,599	Spatial and Temporal Constrained Ranked Retrieval over Videos	2022	VLDB	6.92963e-05
4,176	OLAP on Sequence Data	2008	SIGMOD	6.3771062e-05
4,492	TASTI: Semantic Indexes for Machine Learning-based Queries over Unstructured Data	2022	SIGMOD	6.1374891e-05
4,703	Accelerating Approximate Aggregation Queries with Expensive Predicates	2021	VLDB	5.9793615e-05
4,947	Evaluating Temporal Queries Over Video Feeds	2021	SIGMOD	5.8107138e-05
5,049	High-Performance Row Pattern Recognition Using Joins	2023	VLDB	5.7275467e-05
5,091	Join Query Optimization Techniques for Complex Event Processing Applications	2018	VLDB	5.7010894e-05
5,168	FiGO: Fine-Grained Query Optimization in Video Analytics	2022	SIGMOD	5.6446115e-05
5,172	Active Complex Event Processing over Event Streams	2011	VLDB	5.6414491e-05
5,232	Zeus: Efficiently Localizing Actions in Videos using Reinforcement Learning	2022	SIGMOD	5.6094155e-05
6,122	VOCAL: Video Organization and Interactive Compositional AnaLytics	2022	CIDR	5.1966758e-05
6,184	Top-K Deep Video Analytics: A Probabilistic Approach	2021	SIGMOD	5.1636368e-05
6,306	Seiden: Revisiting Query Processing in Video Database Systems	2023	VLDB	5.1146055e-05
6,592	Complete Event Trend Detection in High-Rate Event Streams	2017	SIGMOD	4.9959015e-05
6,868	Extract-Transform-Load for Video Streams	2023	VLDB	4.8982283e-05
7,679	CORE: a Complex Event Recognition Engine	2022	VLDB	4.676558e-05
7,911	Accelerating Aggregation Queries on Unstructured Streams of Data	2023	VLDB	4.6143141e-05
8,646	Optimizing Video Selection LIMIT Queries With Commonsense Knowledge	2024	VLDB	4.4720866e-05
8,799	DLACEP: A Deep-Learning Based Framework for Approximate Complex Event Processing	2022	SIGMOD	4.4441194e-05
9,311	On Efficient Approximate Queries over Machine Learning Models	2023	VLDB	4.3535588e-05
9,352	SketchQL Demonstration: Zero-shot Video Moment Querying with Sketches	2024	VLDB	4.3490308e-05

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4,947	Evaluating Temporal Queries Over Video Feeds	2021	SIGMOD	5.8107138e-05
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