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EVA: A Symbolic Approach to Accelerating Exploratory Video Analytics with Materialized Views

Summary: EVA is a VDBMS that materializes and reuses UDF results to speed exploratory analytics. Symbolic predicate overlap analysis, UDF reuse, and cost-aware optimization for order and model choice, delivering 4x speed with negligible storage (1.001x). (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h38f1f0d63af134a0
Venue
SIGMOD
Year
2022
Pagerank
7.9895218e-05
Overall Rank
2,792 | 81.29%
DOI
10.1145/3514221.3526142
PDF
Download (CC BY 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{xu_sigmod22,
        title = {{EVA: A Symbolic Approach to Accelerating Exploratory Video Analytics with Materialized Views}},
        author = {Xu, Zhuangdi and Kakkar, Gaurav Tarlok and Arulraj, Joy and Ramachandran, Umakishore},
        series = {{SIGMOD} '22},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3514221.3526142},
        url = {https://dl.acm.org/doi/10.1145/3514221.3526142},
        year = {2022}
}

Incoming Citations (Sorted by Pagerank)

Showing 23 of 23 citing papers.

Rank Citing Paper Year Venue Pagerank
3,782 Optimizing Video Analytics with Declarative Model Relationships 2023 VLDB 7.0029633e-05
5,216 Aero: Adaptive Query Processing of ML Queries 2025 SIGMOD 6.2134335e-05
5,232 Seiden: Revisiting Query Processing in Video Database Systems 2023 VLDB 6.2051599e-05
6,561 Extract-Transform-Load for Video Streams 2023 VLDB 5.7288224e-05
6,765 Mitigating the Impedance Mismatch between Prediction Query Execution and Database Engine 2025 SIGMOD 5.6695399e-05
8,696 Self-Enhancing Video Data Management System for Compositional Events with Large Language Models 2025 SIGMOD 5.2717835e-05
8,714 DeepVQL: Deep Video Queries on PostgreSQL 2023 VLDB 5.2705676e-05
8,778 Optimizing Video Selection LIMIT Queries With Commonsense Knowledge 2024 VLDB 5.2652839e-05
9,333 Spatialyze: A Geospatial Video Analytics System with Spatial-Aware Optimizations 2024 VLDB 5.1795582e-05
9,623 SketchQL: Video Moment Querying with a Visual Query Interface 2024 SIGMOD 5.1372533e-05
9,638 SketchQL Demonstration: Zero-shot Video Moment Querying with Sketches 2024 VLDB 5.1347435e-05
9,658 Interactive Demonstration of EVA 2023 VLDB 5.1298036e-05
10,149 VOCALExplore: Pay-as-You-Go Video Data Exploration and Model Building 2023 VLDB 5.0597449e-05
10,425 KathDB: Explainable Multimodal Database Management System with Human-AI Collaboration 2026 CIDR 4.9605343e-05
10,523 Eliminating Redundant Feature Tests in Decision Tree and Random Forest Inference on SQL Predicates 2026 SIGMOD 4.9605343e-05
10,655 NeurStore: Efficient In-database Deep Learning Model Management System 2026 SIGMOD 4.9605343e-05
10,741 Predictive Translation: High-Performance Buffer Management Without the Trade-Offs 2026 SIGMOD 4.9605343e-05
10,910 Craw: A Unified and Efficient Querying Framework for Large-Scale Video Datasets 2026 VLDB 4.9605343e-05
11,002 IMLane: Composable Framework for Efficient AI Function Execution in Database Engine 2026 VLDB 4.9605343e-05
11,139 KEN: An Execution Engine for Unstructured Database Systems 2026 VLDB 4.9605343e-05
11,181 MAST: Towards Efficient Analytical Query Processing on Point Cloud Data 2025 SIGMOD 4.9605343e-05
11,372 Deja Vu: Efficient Video-Language Query Engine with Learning-based Inter-Frame Computation Reuse 2025 VLDB 4.9605343e-05
11,649 Optimizing Video Queries with Declarative Clues 2024 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 26 of 26 cited papers.

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

Rank Cited Paper Year Venue Pagerank
37 Improved Histograms for Selectivity Estimation of Range Predicates 1996 SIGMOD 0.00047654188
125 Predicate Migration: Optimizing Queries with Expensive Predicates 1993 SIGMOD 0.00030398363
128 The Design of the Borealis Stream Processing Engine 2005 CIDR 0.00030317705
129 Efficient and Extensible Algorithms for Multi Query Optimization 2000 SIGMOD 0.00030314403
254 The History of Histograms (abridged) 2003 VLDB 0.00022999992
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
554 Orthogonal Optimization of Subqueries and Aggregation 2001 SIGMOD 0.00016487919
787 Cosette: An Automated Prover for SQL 2017 CIDR 0.00013959502
1,137 Efficient Exploitation of Similar Subexpressions for Query Processing 2007 SIGMOD 0.00011856159
1,381 Execution Strategies for SQL Subqueries 2007 SIGMOD 0.00010832197
1,757 Selecting Subexpressions to Materialize at Datacenter Scale 2018 VLDB 9.7050769e-05
1,853 A Performance Study of Query Optimization Algorithms on a Database System Supporting Procedures 1988 VLDB 9.4915966e-05
1,936 ReStore: Reusing Results of MapReduce Jobs 2012 VLDB 9.3375824e-05
2,033 Practical Predicate Placement 1994 SIGMOD 9.1389597e-05
2,092 An Architecture for Recycling Intermediates in a Column-store 2009 SIGMOD 9.0432353e-05
2,237 Shared Workload Optimization 2014 VLDB 8.7777395e-05
2,258 Evaluating End-to-End Optimization for Data Analytics Applications in Weld 2018 VLDB 8.7387151e-05
3,059 Joining Ranked Inputs in Practice 2002 VLDB 7.6838294e-05
3,294 Automated Verification of Query Equivalence Using Satisfiability Modulo Theories 2019 VLDB 7.4297513e-05
3,428 Revisiting Reuse for Approximate Query Processing 2017 VLDB 7.2957009e-05
3,747 Accelerating Approximate Aggregation Queries with Expensive Predicates 2021 VLDB 7.0351475e-05
3,759 VSS: A Storage System for Video Analytics 2021 SIGMOD 7.0248373e-05
3,993 Data Canopy: Accelerating Exploratory Statistical Analysis 2017 SIGMOD 6.8565106e-05
5,642 Revisiting Reuse in Main Memory Database Systems 2017 SIGMOD 6.0370517e-05
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