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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
- 6455
- Venue
- SIGMOD
- Year
- 2022
- Pagerank
- 6.919859e-05
- Overall Rank
- 3,610 | 74.92%
- DOI
-
10.1145/3514221.3526142
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 20 of 20 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
| 4,565 |
Optimizing Video Analytics with Declarative Model Relationships |
2023 |
VLDB |
6.0746821e-05 |
| 6,306 |
Seiden: Revisiting Query Processing in Video Database Systems |
2023 |
VLDB |
5.1146055e-05 |
| 6,377 |
Mitigating the Impedance Mismatch between Prediction Query Execution and Database Engine |
2025 |
SIGMOD |
5.0860948e-05 |
| 6,868 |
Extract-Transform-Load for Video Streams |
2023 |
VLDB |
4.8982283e-05 |
| 7,334 |
Aero: Adaptive Query Processing of ML Queries |
2025 |
SIGMOD |
4.7538944e-05 |
| 8,280 |
DeepVQL: Deep Video Queries on PostgreSQL |
2023 |
VLDB |
4.5392079e-05 |
| 8,646 |
Optimizing Video Selection LIMIT Queries With Commonsense Knowledge |
2024 |
VLDB |
4.4720866e-05 |
| 9,129 |
Spatialyze: A Geospatial Video Analytics System with Spatial-Aware Optimizations |
2024 |
VLDB |
4.3861016e-05 |
| 9,346 |
SketchQL: Video Moment Querying with a Visual Query Interface |
2024 |
SIGMOD |
4.3512358e-05 |
| 9,352 |
SketchQL Demonstration: Zero-shot Video Moment Querying with Sketches |
2024 |
VLDB |
4.3490308e-05 |
| 9,361 |
Interactive Demonstration of EVA |
2023 |
VLDB |
4.3475379e-05 |
| 9,771 |
VOCALExplore: Pay-as-You-Go Video Data Exploration and Model Building |
2023 |
VLDB |
4.2815042e-05 |
| 9,971 |
KathDB: Explainable Multimodal Database Management System with Human-AI Collaboration |
2026 |
CIDR |
4.1905499e-05 |
| 10,095 |
NeurStore: Efficient In-database Deep Learning Model Management System |
2026 |
SIGMOD |
4.1905499e-05 |
| 10,193 |
Predictive Translation: High-Performance Buffer Management Without the Trade-Offs |
2026 |
SIGMOD |
4.1905499e-05 |
| 10,337 |
KEN: An Execution Engine for Unstructured Database Systems |
2026 |
VLDB |
4.1905499e-05 |
| 10,394 |
MAST: Towards Efficient Analytical Query Processing on Point Cloud Data |
2025 |
SIGMOD |
4.1905499e-05 |
| 10,512 |
Self-Enhancing Video Data Management System for Compositional Events with Large Language Models |
2025 |
SIGMOD |
4.1905499e-05 |
| 10,675 |
Déjà Vu: Efficient Video-Language Query Engine with Learning-based Inter-Frame Computation Reuse |
2025 |
VLDB |
4.1905499e-05 |
| 11,064 |
Optimizing Video Queries with Declarative Clues |
2024 |
VLDB |
4.1905499e-05 |
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 |
| 63 |
Improved Histograms for Selectivity Estimation of Range Predicates |
1996 |
SIGMOD |
0.00063595699 |
| 140 |
Predicate Migration: Optimizing Queries with Expensive Predicates |
1993 |
SIGMOD |
0.00042289025 |
| 179 |
Efficient and Extensible Algorithms for Multi Query Optimization |
2000 |
SIGMOD |
0.00037637319 |
| 191 |
The Design of the Borealis Stream Processing Engine |
2005 |
CIDR |
0.00035714897 |
| 317 |
NoScope: Optimizing Neural Network Queries over Video at Scale |
2017 |
VLDB |
0.0002798145 |
| 325 |
The History of Histograms (abridged) |
2003 |
VLDB |
0.00027398081 |
| 332 |
Accelerating Machine Learning Inference with Probabilistic Predicates |
2018 |
SIGMOD |
0.00027173479 |
| 640 |
Orthogonal Optimization of Subqueries and Aggregation |
2001 |
SIGMOD |
0.00018780632 |
| 694 |
BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics |
2020 |
VLDB |
0.00018031141 |
| 1,056 |
Cosette: An Automated Prover for SQL |
2017 |
CIDR |
0.00014391317 |
| 1,416 |
A Performance Study of Query Optimization Algorithms on a Database System Supporting Procedures |
1988 |
VLDB |
0.00012097722 |
| 1,475 |
Efficient Exploitation of Similar Subexpressions for Query Processing |
2007 |
SIGMOD |
0.00011765071 |
| 1,581 |
Execution Strategies for SQL Subqueries |
2007 |
SIGMOD |
0.00011262795 |
| 1,921 |
Selecting Subexpressions to Materialize at Datacenter Scale |
2018 |
VLDB |
0.00010085899 |
| 2,089 |
Practical Predicate Placement |
1994 |
SIGMOD |
9.5689208e-05 |
| 2,211 |
ReStore: Reusing Results of MapReduce Jobs |
2012 |
VLDB |
9.2823037e-05 |
| 2,695 |
An Architecture for Recycling Intermediates in a Column-store |
2009 |
SIGMOD |
8.2827669e-05 |
| 2,891 |
Joining Ranked Inputs in Practice |
2002 |
VLDB |
7.9577748e-05 |
| 2,904 |
Evaluating End-to-End Optimization for Data Analytics Applications in Weld |
2018 |
VLDB |
7.9403097e-05 |
| 2,928 |
Shared Workload Optimization |
2014 |
VLDB |
7.881485e-05 |
| 3,878 |
Data Canopy: Accelerating Exploratory Statistical Analysis |
2017 |
SIGMOD |
6.6669911e-05 |
| 3,903 |
Automated Verification of Query Equivalence Using Satisfiability Modulo Theories |
2019 |
VLDB |
6.6439695e-05 |
| 4,020 |
Revisiting Reuse for Approximate Query Processing |
2017 |
VLDB |
6.5209063e-05 |
| 4,265 |
VSS: A Storage System for Video Analytics |
2021 |
SIGMOD |
6.3012892e-05 |
| 4,703 |
Accelerating Approximate Aggregation Queries with Expensive Predicates |
2021 |
VLDB |
5.9793615e-05 |
| 6,777 |
Revisiting Reuse in Main Memory Database Systems |
2017 |
SIGMOD |
4.9242249e-05 |
Semantically Similar Papers
| Overall Rank |
Paper |
Year |
Venue |
Pagerank |
| 6,306 |
Seiden: Revisiting Query Processing in Video Database Systems |
2023 |
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| 5,038 |
VisualWorldDB: A DBMS for the Visual World |
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CIDR |
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VOCAL: Video Organization and Interactive Compositional AnaLytics |
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DoveDB: A Declarative and Low-Latency Video Database |
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| 10,512 |
Self-Enhancing Video Data Management System for Compositional Events with Large Language Models |
2025 |
SIGMOD |
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| 4,642 |
VIVA: An End-to-End System for Interactive Video Analytics |
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CIDR |
6.0214283e-05 |
| 7,294 |
Evolvable View Environment (EVE): Non-Equivalent View Maintenance under Schema Changes |
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SIGMOD |
4.7659832e-05 |
| 9,361 |
Interactive Demonstration of EVA |
2023 |
VLDB |
4.3475379e-05 |
| 11,064 |
Optimizing Video Queries with Declarative Clues |
2024 |
VLDB |
4.1905499e-05 |
| 4,565 |
Optimizing Video Analytics with Declarative Model Relationships |
2023 |
VLDB |
6.0746821e-05 |