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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
8.0121053e-05
Overall Rank
2,787 | 81.27%
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
3,780 Optimizing Video Analytics with Declarative Model Relationships 2023 VLDB 7.0225859e-05
5,214 Seiden: Revisiting Query Processing in Video Database Systems 2023 VLDB 6.2224191e-05
5,553 Aero: Adaptive Query Processing of ML Queries 2025 SIGMOD 6.0843382e-05
6,586 Extract-Transform-Load for Video Streams 2023 VLDB 5.741099e-05
6,747 Mitigating the Impedance Mismatch between Prediction Query Execution and Database Engine 2025 SIGMOD 5.6883491e-05
8,694 DeepVQL: Deep Video Queries on PostgreSQL 2023 VLDB 5.2880532e-05
8,757 Optimizing Video Selection LIMIT Queries With Commonsense Knowledge 2024 VLDB 5.2827519e-05
9,324 Spatialyze: A Geospatial Video Analytics System with Spatial-Aware Optimizations 2024 VLDB 5.193415e-05
9,597 SketchQL: Video Moment Querying with a Visual Query Interface 2024 SIGMOD 5.1542966e-05
9,610 SketchQL Demonstration: Zero-shot Video Moment Querying with Sketches 2024 VLDB 5.1517785e-05
9,631 Interactive Demonstration of EVA 2023 VLDB 5.1468222e-05
9,653 Self-Enhancing Video Data Management System for Compositional Events with Large Language Models 2025 SIGMOD 5.142891e-05
10,112 VOCALExplore: Pay-as-You-Go Video Data Exploration and Model Building 2023 VLDB 5.0765311e-05
10,358 KathDB: Explainable Multimodal Database Management System with Human-AI Collaboration 2026 CIDR 4.9769913e-05
10,457 Eliminating Redundant Feature Tests in Decision Tree and Random Forest Inference on SQL Predicates 2026 SIGMOD 4.9769913e-05
10,593 NeurStore: Efficient In-database Deep Learning Model Management System 2026 SIGMOD 4.9769913e-05
10,680 Predictive Translation: High-Performance Buffer Management Without the Trade-Offs 2026 SIGMOD 4.9769913e-05
10,849 Craw: A Unified and Efficient Querying Framework for Large-Scale Video Datasets 2026 VLDB 4.9769913e-05
10,941 IMLane: Composable Framework for Efficient AI Function Execution in Database Engine 2026 VLDB 4.9769913e-05
11,078 KEN: An Execution Engine for Unstructured Database Systems 2026 VLDB 4.9769913e-05
11,120 MAST: Towards Efficient Analytical Query Processing on Point Cloud Data 2025 SIGMOD 4.9769913e-05
11,318 Deja Vu: Efficient Video-Language Query Engine with Learning-based Inter-Frame Computation Reuse 2025 VLDB 4.9769913e-05
11,602 Optimizing Video Queries with Declarative Clues 2024 VLDB 4.9769913e-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 0.0004772731
125 Predicate Migration: Optimizing Queries with Expensive Predicates 1993 SIGMOD 0.00030462671
127 The Design of the Borealis Stream Processing Engine 2005 CIDR 0.00030414379
129 Efficient and Extensible Algorithms for Multi Query Optimization 2000 SIGMOD 0.00030395767
255 The History of Histograms (abridged) 2003 VLDB 0.00022974524
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
552 Orthogonal Optimization of Subqueries and Aggregation 2001 SIGMOD 0.00016530708
790 Cosette: An Automated Prover for SQL 2017 CIDR 0.00013971102
1,132 Efficient Exploitation of Similar Subexpressions for Query Processing 2007 SIGMOD 0.00011893781
1,378 Execution Strategies for SQL Subqueries 2007 SIGMOD 0.00010859556
1,747 Selecting Subexpressions to Materialize at Datacenter Scale 2018 VLDB 9.7303647e-05
1,844 A Performance Study of Query Optimization Algorithms on a Database System Supporting Procedures 1988 VLDB 9.5195972e-05
1,925 ReStore: Reusing Results of MapReduce Jobs 2012 VLDB 9.3643089e-05
2,035 Practical Predicate Placement 1994 SIGMOD 9.1519324e-05
2,086 An Architecture for Recycling Intermediates in a Column-store 2009 SIGMOD 9.0677901e-05
2,225 Shared Workload Optimization 2014 VLDB 8.8062552e-05
2,251 Evaluating End-to-End Optimization for Data Analytics Applications in Weld 2018 VLDB 8.750953e-05
3,051 Joining Ranked Inputs in Practice 2002 VLDB 7.7058408e-05
3,297 Automated Verification of Query Equivalence Using Satisfiability Modulo Theories 2019 VLDB 7.4421962e-05
3,417 Revisiting Reuse for Approximate Query Processing 2017 VLDB 7.3184905e-05
3,754 VSS: A Storage System for Video Analytics 2021 SIGMOD 7.0473286e-05
3,756 Accelerating Approximate Aggregation Queries with Expensive Predicates 2021 VLDB 7.0456217e-05
3,985 Data Canopy: Accelerating Exploratory Statistical Analysis 2017 SIGMOD 6.8708857e-05
5,638 Revisiting Reuse in Main Memory Database Systems 2017 SIGMOD 6.0546358e-05
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