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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
ha7e33219a2b25645
Venue
SIGMOD
Year
2025
Pagerank
4.9769913e-05
Overall Rank
11,219 | 24.60%
DOI
10.1145/3725419
PDF
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Authors

BibTeX Citation

@inproceedings{han_sigmod25,
        title = {{Scalable Complex Event Processing on Video Streams}},
        author = {Han, Chenxia and Chang, Chaokun and Srivastava, Srijan and Lu, Yao and Lo, Eric},
        series = {{SIGMOD} '25},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3725419},
        url = {https://dl.acm.org/doi/10.1145/3725419},
        year = {2025}
}

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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
29 Fast Algorithms for Mining Association Rules 1994 VLDB 0.00051189413
241 High-Performance Complex Event Processing over Streams 2006 SIGMOD 0.00023408695
271 NoScope: Optimizing Neural Network Queries over Video at Scale 2017 VLDB 0.0002256866
282 Accelerating Machine Learning Inference with Probabilistic Predicates 2018 SIGMOD 0.00022302793
541 BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics 2020 VLDB 0.00016663833
580 Efficient Pattern Matching over Event Streams 2008 SIGMOD 0.0001607809
1,029 ZStream: A Cost-based Query Processor for Adaptively Detecting Composite Events 2009 SIGMOD 0.00012411098
1,236 Dhalion: Self-Regulating Stream Processing in Heron 2017 VLDB 0.00011400483
1,584 On Complexity and Optimization of Expensive Queries in Complex Event Processing 2014 SIGMOD 0.00010158898
1,848 Nearest Neighbor Classifiers over Incomplete Information: From Certain Answers to Certain Predictions 2021 VLDB 9.5075544e-05
2,364 SASE: Complex Event Processing over Streams 2007 CIDR 8.5633583e-05
2,532 Microsoft CEP Server and Online Behavioral Targeting 2009 VLDB 8.3310895e-05
2,569 Optimization of Sequence Queries in Database Systems 2001 PODS 8.2832668e-05
2,773 Approximate Selection with Guarantees using Proxies 2020 VLDB 8.0318294e-05
2,936 Cayuga: A High-Performance Event Processing Engine 2007 SIGMOD 7.8342892e-05
3,112 Event Queries on Correlated Probabilistic Streams 2008 SIGMOD 7.6351481e-05
3,411 Spatial and Temporal Constrained Ranked Retrieval over Videos 2022 VLDB 7.3218855e-05
3,640 TASTI: Semantic Indexes for Machine Learning-based Queries over Unstructured Data 2022 SIGMOD 7.1410511e-05
3,756 Accelerating Approximate Aggregation Queries with Expensive Predicates 2021 VLDB 7.0456217e-05
3,833 OLAP on Sequence Data 2008 SIGMOD 6.9912001e-05
3,877 FiGO: Fine-Grained Query Optimization in Video Analytics 2022 SIGMOD 6.9496983e-05
4,481 Evaluating Temporal Queries Over Video Feeds 2021 SIGMOD 6.5788124e-05
4,623 Join Query Optimization Techniques for Complex Event Processing Applications 2018 VLDB 6.4957114e-05
4,778 Zeus: Efficiently Localizing Actions in Videos using Reinforcement Learning 2022 SIGMOD 6.4165071e-05
5,063 Active Complex Event Processing over Event Streams 2011 VLDB 6.2887376e-05
5,214 Seiden: Revisiting Query Processing in Video Database Systems 2023 VLDB 6.2224191e-05
5,454 High-Performance Row Pattern Recognition Using Joins 2023 VLDB 6.1225019e-05
5,805 Top-K Deep Video Analytics: A Probabilistic Approach 2021 SIGMOD 5.9861675e-05
5,905 On Efficient Approximate Queries over Machine Learning Models 2023 VLDB 5.9504628e-05
5,948 VOCAL: Video Organization and Interactive Compositional AnaLytics 2022 CIDR 5.934521e-05
6,335 Complete Event Trend Detection in High-Rate Event Streams 2017 SIGMOD 5.8089072e-05
6,586 Extract-Transform-Load for Video Streams 2023 VLDB 5.741099e-05
7,398 Accelerating Aggregation Queries on Unstructured Streams of Data 2023 VLDB 5.5342864e-05
7,724 CORE: a Complex Event Recognition Engine 2022 VLDB 5.4657408e-05
8,757 Optimizing Video Selection LIMIT Queries With Commonsense Knowledge 2024 VLDB 5.2827519e-05
9,001 DLACEP: A Deep-Learning Based Framework for Approximate Complex Event Processing 2022 SIGMOD 5.2395139e-05
9,610 SketchQL Demonstration: Zero-shot Video Moment Querying with Sketches 2024 VLDB 5.1517785e-05
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