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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
7305
Venue
SIGMOD
Year
2025
Pagerank
4.1945683e-05
Overall Rank
10,523 | 26.80%
DOI
10.1145/3725419

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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 0.00076161096
259 High-Performance Complex Event Processing over Streams 2006 SIGMOD 0.00030174924
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
696 BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics 2020 VLDB 0.00018048935
776 Efficient Pattern Matching over Event Streams 2008 SIGMOD 0.00016799754
1,084 Dhalion: Self-Regulating Stream Processing in Heron 2017 VLDB 0.00014209714
1,418 ZStream: A Cost-based Query Processor for Adaptively Detecting Composite Events 2009 SIGMOD 0.00012089363
2,031 On Complexity and Optimization of Expensive Queries in Complex Event Processing 2014 SIGMOD 9.7377256e-05
2,302 Nearest Neighbor Classifiers over Incomplete Information: From Certain Answers to Certain Predictions 2021 VLDB 9.0668832e-05
2,314 Optimization of Sequence Queries in Database Systems 2001 PODS 9.0479606e-05
2,340 SASE: Complex Event Processing over Streams 2007 CIDR 9.004232e-05
2,879 Microsoft CEP Server and Online Behavioral Targeting 2009 VLDB 7.9695819e-05
3,212 Cayuga: A High-Performance Event Processing Engine 2007 SIGMOD 7.3730439e-05
3,398 Event Queries on Correlated Probabilistic Streams 2008 SIGMOD 7.141911e-05
3,558 Approximate Selection with Guarantees using Proxies 2020 VLDB 6.9765724e-05
3,604 Spatial and Temporal Constrained Ranked Retrieval over Videos 2022 VLDB 6.9301368e-05
4,122 OLAP on Sequence Data 2008 SIGMOD 6.4350628e-05
4,501 TASTI: Semantic Indexes for Machine Learning-based Queries over Unstructured Data 2022 SIGMOD 6.137686e-05
4,712 Accelerating Approximate Aggregation Queries with Expensive Predicates 2021 VLDB 5.9787986e-05
4,950 Evaluating Temporal Queries Over Video Feeds 2021 SIGMOD 5.8104133e-05
5,059 High-Performance Row Pattern Recognition Using Joins 2023 VLDB 5.7277656e-05
5,097 Join Query Optimization Techniques for Complex Event Processing Applications 2018 VLDB 5.7011496e-05
5,135 Zeus: Efficiently Localizing Actions in Videos using Reinforcement Learning 2022 SIGMOD 5.6724721e-05
5,173 FiGO: Fine-Grained Query Optimization in Video Analytics 2022 SIGMOD 5.6447253e-05
5,182 Active Complex Event Processing over Event Streams 2011 VLDB 5.6410216e-05
6,130 VOCAL: Video Organization and Interactive Compositional AnaLytics 2022 CIDR 5.1962107e-05
6,182 Top-K Deep Video Analytics: A Probabilistic Approach 2021 SIGMOD 5.1682689e-05
6,315 Seiden: Revisiting Query Processing in Video Database Systems 2023 VLDB 5.1142298e-05
6,612 Complete Event Trend Detection in High-Rate Event Streams 2017 SIGMOD 4.9948556e-05
6,877 Extract-Transform-Load for Video Streams 2023 VLDB 4.8974054e-05
7,695 CORE: a Complex Event Recognition Engine 2022 VLDB 4.6757592e-05
7,928 Accelerating Aggregation Queries on Unstructured Streams of Data 2023 VLDB 4.613455e-05
8,672 Optimizing Video Selection LIMIT Queries With Commonsense Knowledge 2024 VLDB 4.4710897e-05
8,816 DLACEP: A Deep-Learning Based Framework for Approximate Complex Event Processing 2022 SIGMOD 4.4430954e-05
9,351 On Efficient Approximate Queries over Machine Learning Models 2023 VLDB 4.3524472e-05
9,374 SketchQL Demonstration: Zero-shot Video Moment Querying with Sketches 2024 VLDB 4.3479148e-05
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