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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
4.9605343e-05
Overall Rank
11,276 | 24.42%
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 0.00051028332
241 High-Performance Complex Event Processing over Streams 2006 SIGMOD 0.00023332645
273 NoScope: Optimizing Neural Network Queries over Video at Scale 2017 VLDB 0.00022518449
278 Accelerating Machine Learning Inference with Probabilistic Predicates 2018 SIGMOD 0.00022277737
541 BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics 2020 VLDB 0.00016627384
582 Efficient Pattern Matching over Event Streams 2008 SIGMOD 0.00016025959
1,034 ZStream: A Cost-based Query Processor for Adaptively Detecting Composite Events 2009 SIGMOD 0.00012370157
1,244 Dhalion: Self-Regulating Stream Processing in Heron 2017 VLDB 0.00011363001
1,586 On Complexity and Optimization of Expensive Queries in Complex Event Processing 2014 SIGMOD 0.0001012531
1,744 Nearest Neighbor Classifiers over Incomplete Information: From Certain Answers to Certain Predictions 2021 VLDB 9.7253583e-05
2,375 SASE: Complex Event Processing over Streams 2007 CIDR 8.5351561e-05
2,539 Microsoft CEP Server and Online Behavioral Targeting 2009 VLDB 8.303646e-05
2,575 Optimization of Sequence Queries in Database Systems 2001 PODS 8.2561121e-05
2,777 Approximate Selection with Guarantees using Proxies 2020 VLDB 8.0101016e-05
2,949 Cayuga: A High-Performance Event Processing Engine 2007 SIGMOD 7.8084129e-05
3,120 Event Queries on Correlated Probabilistic Streams 2008 SIGMOD 7.6099057e-05
3,417 Spatial and Temporal Constrained Ranked Retrieval over Videos 2022 VLDB 7.3044711e-05
3,629 TASTI: Semantic Indexes for Machine Learning-based Queries over Unstructured Data 2022 SIGMOD 7.1286458e-05
3,747 Accelerating Approximate Aggregation Queries with Expensive Predicates 2021 VLDB 7.0351475e-05
3,843 OLAP on Sequence Data 2008 SIGMOD 6.9687373e-05
3,889 FiGO: Fine-Grained Query Optimization in Video Analytics 2022 SIGMOD 6.9269184e-05
4,494 Evaluating Temporal Queries Over Video Feeds 2021 SIGMOD 6.560668e-05
4,640 Join Query Optimization Techniques for Complex Event Processing Applications 2018 VLDB 6.4742349e-05
4,795 Zeus: Efficiently Localizing Actions in Videos using Reinforcement Learning 2022 SIGMOD 6.3991535e-05
5,081 Active Complex Event Processing over Event Streams 2011 VLDB 6.2685571e-05
5,232 Seiden: Revisiting Query Processing in Video Database Systems 2023 VLDB 6.2051599e-05
5,469 High-Performance Row Pattern Recognition Using Joins 2023 VLDB 6.1022571e-05
5,812 Top-K Deep Video Analytics: A Probabilistic Approach 2021 SIGMOD 5.9697648e-05
5,918 On Efficient Approximate Queries over Machine Learning Models 2023 VLDB 5.9307869e-05
5,951 VOCAL: Video Organization and Interactive Compositional AnaLytics 2022 CIDR 5.9185041e-05
6,346 Complete Event Trend Detection in High-Rate Event Streams 2017 SIGMOD 5.7896994e-05
6,561 Extract-Transform-Load for Video Streams 2023 VLDB 5.7288224e-05
7,416 Accelerating Aggregation Queries on Unstructured Streams of Data 2023 VLDB 5.5159866e-05
7,738 CORE: a Complex Event Recognition Engine 2022 VLDB 5.4476676e-05
8,778 Optimizing Video Selection LIMIT Queries With Commonsense Knowledge 2024 VLDB 5.2652839e-05
9,019 DLACEP: A Deep-Learning Based Framework for Approximate Complex Event Processing 2022 SIGMOD 5.2221888e-05
9,638 SketchQL Demonstration: Zero-shot Video Moment Querying with Sketches 2024 VLDB 5.1347435e-05
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