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Optimizing Video Queries with Declarative Clues

Summary: Introduces Clues: declarative user‑specified hints (types+instances with rewrite rules) that steer VDBMS optimizers to prune search and exploit domain knowledge. ClueVQS auto-applies Clues to trade accuracy for large speedups (up to 100×) and major optimizer time reductions under user accuracy bounds. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13540
Venue
VLDB
Year
2024
Pagerank
4.1905499e-05
Overall Rank
11,064 | 23.11%
DOI
10.14778/3681954.3681998

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Showing 18 of 18 cited papers.

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

Rank Cited Paper Year Venue Pagerank
332 Accelerating Machine Learning Inference with Probabilistic Predicates 2018 SIGMOD 0.00027173479
694 BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics 2020 VLDB 0.00018031141
1,107 Froid: Optimization of Imperative Programs in a Relational Database 2018 VLDB 0.0001397627
1,390 MIRIS: Fast Object Track Queries in Video 2020 SIGMOD 0.00012242018
1,655 Challenges and Opportunities in DNN-Based Video Analytics: A Demonstration of the BlazeIt Video Query Engine 2019 CIDR 0.000109771
2,595 WeTune: Automatic Discovery and Verification of Query Rewrite Rules 2022 SIGMOD 8.4725961e-05
3,610 EVA: A Symbolic Approach to Accelerating Exploratory Video Analytics with Materialized Views 2022 SIGMOD 6.919859e-05
3,624 SVQ: Streaming Video Queries 2019 SIGMOD 6.9013718e-05
4,212 SVQ++: Querying for Object Interactions in Video Streams 2020 SIGMOD 6.3494444e-05
4,492 TASTI: Semantic Indexes for Machine Learning-based Queries over Unstructured Data 2022 SIGMOD 6.1374891e-05
4,565 Optimizing Video Analytics with Declarative Model Relationships 2023 VLDB 6.0746821e-05
4,703 Accelerating Approximate Aggregation Queries with Expensive Predicates 2021 VLDB 5.9793615e-05
4,865 OTIF: Efficient Tracker Pre-processing over Large Video Datasets 2022 SIGMOD 5.8627966e-05
4,947 Evaluating Temporal Queries Over Video Feeds 2021 SIGMOD 5.8107138e-05
5,062 Optimizing Machine Learning Inference Queries with Correlative Proxy Models 2022 VLDB 5.7172262e-05
5,232 Zeus: Efficiently Localizing Actions in Videos using Reinforcement Learning 2022 SIGMOD 5.6094155e-05
6,306 Seiden: Revisiting Query Processing in Video Database Systems 2023 VLDB 5.1146055e-05
8,272 TQVS: Temporal Queries over Video Streams in Action 2020 SIGMOD 4.5394894e-05
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