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

Summary: BlazeIt (FRAMEQL) provides a declarative SQL-like layer for video analytics over neural annotations, enabling optimized spatiotemporal queries. NN control variates for fast, error-bounded aggregations and a cardinality-limited query search yield up to 83x speedups over prior work. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12255
Venue
VLDB
Year
2020
Pagerank
0.0001653392
Overall Rank
564 | 96.09%
DOI
10.14778/3372716.3372725

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Incoming Citations (Sorted by Pagerank)

Showing 50 of 52 citing papers.

Rank Citing Paper Year Venue Pagerank
2,977 EVA: A Symbolic Approach to Accelerating Exploratory Video Analytics with Materialized Views 2022 SIGMOD 7.9537139e-05
3,017 Approximate Selection with Guarantees using Proxies 2020 VLDB 7.9111641e-05
3,225 Jointly Optimizing Preprocessing and Inference for DNN-based Visual Analytics 2021 VLDB 7.6926736e-05
3,316 Spatial and Temporal Constrained Ranked Retrieval over Videos 2022 VLDB 7.5881063e-05
3,666 VSS: A Storage System for Video Analytics 2021 SIGMOD 7.2781557e-05
3,739 TASTI: Semantic Indexes for Machine Learning-based Queries over Unstructured Data 2022 SIGMOD 7.217629e-05
3,900 Accelerating Approximate Aggregation Queries with Expensive Predicates 2021 VLDB 7.0930701e-05
3,945 Optimizing Video Analytics with Declarative Model Relationships 2023 VLDB 7.0707501e-05
4,163 VIVA: An End-to-End System for Interactive Video Analytics 2022 CIDR 6.9245802e-05
4,362 Serving and Optimizing Machine Learning Workflows on Heterogeneous Infrastructures 2023 VLDB 6.8104929e-05
4,509 FiGO: Fine-Grained Query Optimization in Video Analytics 2022 SIGMOD 6.7228506e-05
4,565 Optimizing Machine Learning Inference Queries with Correlative Proxy Models 2022 VLDB 6.6957176e-05
4,636 Zeus: Efficiently Localizing Actions in Videos using Reinforcement Learning 2022 SIGMOD 6.656002e-05
4,837 Abacus: A Cost-Based Optimizer for Semantic Operator Systems 2026 VLDB 6.5515762e-05
4,854 ODIN: Automated Drift Detection and Recovery in Video Analytics 2020 VLDB 6.5424395e-05
4,857 ThalamusDB: Approximate Query Processing on Multi-Modal Data 2024 SIGMOD 6.5412922e-05
5,735 Top-K Deep Video Analytics: A Probabilistic Approach 2021 SIGMOD 6.1681114e-05
5,739 Seiden: Revisiting Query Processing in Video Database Systems 2023 VLDB 6.1660357e-05
5,928 VOCAL: Video Organization and Interactive Compositional AnaLytics 2022 CIDR 6.1004421e-05
5,982 VergeDB: A Database for IoT Analytics on Edge Devices 2021 CIDR 6.0804979e-05
6,020 Mixer: Efficiently Understanding and Retrieving Visual Content at Web-scale 2021 VLDB 6.0664131e-05
6,409 Extract-Transform-Load for Video Streams 2023 VLDB 5.950765e-05
6,969 Aero: Adaptive Query Processing of ML Queries 2025 SIGMOD 5.7967544e-05
7,541 Accelerating Aggregation Queries on Unstructured Streams of Data 2023 VLDB 5.6562843e-05
7,631 Video-zilla: An Indexing Layer for Large-Scale Video Analytics 2022 SIGMOD 5.6374007e-05
8,234 EQUI-VOCAL: Synthesizing Queries for Compositional Video Events from Limited User Interactions 2023 VLDB 5.527469e-05
8,351 Query-Driven Video Event Processing for the Internet of Multimedia Things 2021 VLDB 5.5022732e-05
8,392 DeepVQL: Deep Video Queries on PostgreSQL 2023 VLDB 5.4958075e-05
8,398 Challenges and Opportunities for Autonomous Vehicle Query Systems 2021 CIDR 5.4958075e-05
8,449 Semantic Operators and Their Optimization: Enabling LLM-Based Data Processing with Accuracy Guarantees in LOTUS 2025 VLDB 5.4927183e-05
8,460 Optimizing Video Selection LIMIT Queries With Commonsense Knowledge 2024 VLDB 5.4902979e-05
9,274 SketchQL: Video Moment Querying with a Visual Query Interface 2024 SIGMOD 5.3567959e-05
9,276 Controlled Intentional Degradation in Analytical Video Systems 2022 SIGMOD 5.3567665e-05
9,285 SketchQL Demonstration: Zero-shot Video Moment Querying with Sketches 2024 VLDB 5.3541789e-05
9,311 Interactive Demonstration of EVA 2023 VLDB 5.3490279e-05
9,758 TVM: A Tile-based Video Management Framework 2024 VLDB 5.2759752e-05
9,762 VOCALExplore: Pay-as-You-Go Video Data Exploration and Model Building 2023 VLDB 5.2759752e-05
9,763 Everest: A Top-K Deep Video Analytics System 2022 SIGMOD 5.2759752e-05
9,778 The Image Calculator: 10x Faster Image-AI Inference by Replacing JPEG with Self-designing Storage Format 2024 SIGMOD 5.2743647e-05
9,989 Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics 2026 CIDR 5.1725247e-05
10,064 Cut Costs, Not Accuracy: LLM-Powered Data Processing with Guarantees 2026 SIGMOD 5.1725247e-05
10,215 Task Cascades for Efficient Unstructured Data Processing 2026 SIGMOD 5.1725247e-05
10,394 MAST: Towards Efficient Analytical Query Processing on Point Cloud Data 2025 SIGMOD 5.1725247e-05
10,512 Self-Enhancing Video Data Management System for Compositional Events with Large Language Models 2025 SIGMOD 5.1725247e-05
10,527 High-Throughput Ingestion for Video Warehouse: Comprehensive Configuration and Effective Exploration 2025 SIGMOD 5.1725247e-05
10,532 Scalable Complex Event Processing on Video Streams 2025 SIGMOD 5.1725247e-05
10,675 Déjà Vu: Efficient Video-Language Query Engine with Learning-based Inter-Frame Computation Reuse 2025 VLDB 5.1725247e-05
10,947 Predictive and Near-Optimal Sampling for View Materialization in Video Databases 2024 SIGMOD 5.1725247e-05
11,064 Optimizing Video Queries with Declarative Clues 2024 VLDB 5.1725247e-05
11,275 PAINE Demo: Optimizing Video Selection Queries With Commonsense Knowledge 2023 VLDB 5.1725247e-05
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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.

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