DBScholar

Back to papers

BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics

Summary: BlazeIt brings declarative FrameQL and video-specific optimization to NN-based spatiotemporal analytics. It uses NNs as control variates for bounded-error approximate aggregates and introduces cardinality-limited search, achieving up to 83× speedups. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
hf39388bec0183a0a
Venue
VLDB
Year
2020
Pagerank
0.00016657685
Overall Rank
541 | 96.37%
DOI
10.14778/3372716.3372725

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{kang_vldb20,
        title = {{BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics}},
        author = {Kang, Daniel and Bailis, Peter and Zaharia, Matei},
        journal = {PVLDB},
        series = {{VLDB} '20},
        volume = {13},
        number = {4},
        pages = {533--546},
        doi = {10.14778/3372716.3372725},
        url = {https://doi.org/10.14778/3372716.3372725},
        year = {2020}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 57 citing papers.

Rank Citing Paper Year Venue Pagerank
2,450 ThalamusDB: Approximate Query Processing on Multi-Modal Data 2024 SIGMOD 8.4474092e-05
2,776 Approximate Selection with Guarantees using Proxies 2020 VLDB 8.0309448e-05
2,787 EVA: A Symbolic Approach to Accelerating Exploratory Video Analytics with Materialized Views 2022 SIGMOD 8.0158999e-05
2,982 Semantic Operators and Their Optimization: Enabling LLM-Based Data Processing with Accuracy Guarantees in LOTUS 2025 VLDB 7.7845174e-05
3,126 Abacus: A Cost-Based Optimizer for Semantic Operator Systems 2026 VLDB 7.6185225e-05
3,219 Jointly Optimizing Preprocessing and Inference for DNN-based Visual Analytics 2021 VLDB 7.5207996e-05
3,411 Spatial and Temporal Constrained Ranked Retrieval over Videos 2022 VLDB 7.3253532e-05
3,508 Serving and Optimizing Machine Learning Workflows on Heterogeneous Infrastructures 2023 VLDB 7.2490197e-05
3,650 TASTI: Semantic Indexes for Machine Learning-based Queries over Unstructured Data 2022 SIGMOD 7.1341771e-05
3,753 VSS: A Storage System for Video Analytics 2021 SIGMOD 7.0502734e-05
3,778 Optimizing Video Analytics with Declarative Model Relationships 2023 VLDB 7.0259119e-05
3,874 Accelerating Approximate Aggregation Queries with Expensive Predicates 2021 VLDB 6.953738e-05
3,884 FiGO: Fine-Grained Query Optimization in Video Analytics 2022 SIGMOD 6.948464e-05
3,969 Optimizing Machine Learning Inference Queries with Correlative Proxy Models 2022 VLDB 6.8899861e-05
4,287 VIVA: An End-to-End System for Interactive Video Analytics 2022 CIDR 6.6869736e-05
4,775 Zeus: Efficiently Localizing Actions in Videos using Reinforcement Learning 2022 SIGMOD 6.4193428e-05
5,043 ODIN: Automated Drift Detection and Recovery in Video Analytics 2020 VLDB 6.3002257e-05
5,211 Seiden: Revisiting Query Processing in Video Database Systems 2023 VLDB 6.2253642e-05
5,551 Aero: Adaptive Query Processing of ML Queries 2025 SIGMOD 6.0872198e-05
5,804 Top-K Deep Video Analytics: A Probabilistic Approach 2021 SIGMOD 5.9888455e-05
5,970 VOCAL: Video Organization and Interactive Compositional AnaLytics 2022 CIDR 5.9316412e-05
6,009 Mixer: Efficiently Understanding and Retrieving Visual Content at Web-scale 2021 VLDB 5.9148049e-05
6,189 VergeDB: A Database for IoT Analytics on Edge Devices 2021 CIDR 5.8568233e-05
6,583 Extract-Transform-Load for Video Streams 2023 VLDB 5.7438181e-05
7,009 Video-zilla: An Indexing Layer for Large-Scale Video Analytics 2022 SIGMOD 5.6222568e-05
7,447 EQUI-VOCAL: Synthesizing Queries for Compositional Video Events from Limited User Interactions 2023 VLDB 5.5240718e-05
7,801 Accelerating Aggregation Queries on Unstructured Streams of Data 2023 VLDB 5.4507311e-05
8,616 Query-Driven Video Event Processing for the Internet of Multimedia Things 2021 VLDB 5.3019687e-05
8,686 DeepVQL: Deep Video Queries on PostgreSQL 2023 VLDB 5.2905577e-05
8,691 Challenges and Opportunities for Autonomous Vehicle Query Systems 2021 CIDR 5.2905577e-05
8,749 Optimizing Video Selection LIMIT Queries With Commonsense Knowledge 2024 VLDB 5.2852539e-05
8,997 Cut Costs, Not Accuracy: LLM-Powered Data Processing with Guarantees 2026 SIGMOD 5.2410834e-05
9,539 Controlled Intentional Degradation in Analytical Video Systems 2022 SIGMOD 5.1621607e-05
9,589 SketchQL: Video Moment Querying with a Visual Query Interface 2024 SIGMOD 5.1567377e-05
9,602 SketchQL Demonstration: Zero-shot Video Moment Querying with Sketches 2024 VLDB 5.1542184e-05
9,624 Interactive Demonstration of EVA 2023 VLDB 5.1492598e-05
9,645 Self-Enhancing Video Data Management System for Compositional Events with Large Language Models 2025 SIGMOD 5.1453267e-05
10,043 The Image Calculator: 10x Faster Image-AI Inference by Replacing JPEG with Self-designing Storage Format 2024 SIGMOD 5.0921006e-05
10,107 TVM: A Tile-based Video Management Framework 2024 VLDB 5.0789354e-05
10,108 VOCALExplore: Pay-as-You-Go Video Data Exploration and Model Building 2023 VLDB 5.0789354e-05
10,109 Everest: A Top-K Deep Video Analytics System 2022 SIGMOD 5.0789354e-05
10,144 Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics 2026 CIDR 5.0715586e-05
10,402 Accelerating Approximate Analytical Join Queries over Unstructured Data with Statistical Guarantees 2026 SIGMOD 4.9793485e-05
10,690 Task Cascades for Efficient Unstructured Data Processing 2026 SIGMOD 4.9793485e-05
10,839 Craw: A Unified and Efficient Querying Framework for Large-Scale Video Datasets 2026 VLDB 4.9793485e-05
10,845 Featurized-Decomposition Join: Low-Cost Semantic Joins with Guarantees 2026 VLDB 4.9793485e-05
10,858 Sema: A High-performance System for LLM-based Semantic Query Processing 2026 VLDB 4.9793485e-05
10,876 ConRAD: Conformal Risk-Aware Neural Databases 2026 VLDB 4.9793485e-05
11,111 MAST: Towards Efficient Analytical Query Processing on Point Cloud Data 2025 SIGMOD 4.9793485e-05
11,207 High-Throughput Ingestion for Video Warehouse: Comprehensive Configuration and Effective Exploration 2025 SIGMOD 4.9793485e-05
Previous Page 1 / 2 Next

Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 cited papers.

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

Previous Page 1 / 1 Next

Semantically Similar Papers