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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
12254
Venue
VLDB
Year
2020
Pagerank
0.00018048935
Overall Rank
696 | 95.16%
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
3,293 Jointly Optimizing Preprocessing and Inference for DNN-based Visual Analytics 2021 VLDB 7.2629834e-05
3,558 Approximate Selection with Guarantees using Proxies 2020 VLDB 6.9765724e-05
3,604 Spatial and Temporal Constrained Ranked Retrieval over Videos 2022 VLDB 6.9301368e-05
3,606 EVA: A Symbolic Approach to Accelerating Exploratory Video Analytics with Materialized Views 2022 SIGMOD 6.9260354e-05
4,269 VSS: A Storage System for Video Analytics 2021 SIGMOD 6.306798e-05
4,501 TASTI: Semantic Indexes for Machine Learning-based Queries over Unstructured Data 2022 SIGMOD 6.137686e-05
4,567 Optimizing Video Analytics with Declarative Model Relationships 2023 VLDB 6.080526e-05
4,641 VIVA: An End-to-End System for Interactive Video Analytics 2022 CIDR 6.027004e-05
4,687 Serving and Optimizing Machine Learning Workflows on Heterogeneous Infrastructures 2023 VLDB 5.9986055e-05
4,712 Accelerating Approximate Aggregation Queries with Expensive Predicates 2021 VLDB 5.9787986e-05
4,751 ODIN: Automated Drift Detection and Recovery in Video Analytics 2020 VLDB 5.9485403e-05
5,072 Optimizing Machine Learning Inference Queries with Correlative Proxy Models 2022 VLDB 5.7185674e-05
5,135 Zeus: Efficiently Localizing Actions in Videos using Reinforcement Learning 2022 SIGMOD 5.6724721e-05
5,171 Abacus: A Cost-Based Optimizer for Semantic Operator Systems 2026 VLDB 5.6464993e-05
5,173 FiGO: Fine-Grained Query Optimization in Video Analytics 2022 SIGMOD 5.6447253e-05
5,214 ThalamusDB: Approximate Query Processing on Multi-Modal Data 2024 SIGMOD 5.624434e-05
6,130 VOCAL: Video Organization and Interactive Compositional AnaLytics 2022 CIDR 5.1962107e-05
6,182 Top-K Deep Video Analytics: A Probabilistic Approach 2021 SIGMOD 5.1682689e-05
6,285 Mixer: Efficiently Understanding and Retrieving Visual Content at Web-scale 2021 VLDB 5.1280578e-05
6,311 VergeDB: A Database for IoT Analytics on Edge Devices 2021 CIDR 5.1161316e-05
6,315 Seiden: Revisiting Query Processing in Video Database Systems 2023 VLDB 5.1142298e-05
6,877 Extract-Transform-Load for Video Streams 2023 VLDB 4.8974054e-05
7,338 Aero: Adaptive Query Processing of ML Queries 2025 SIGMOD 4.7584583e-05
7,922 Video-zilla: An Indexing Layer for Large-Scale Video Analytics 2022 SIGMOD 4.615892e-05
7,928 Accelerating Aggregation Queries on Unstructured Streams of Data 2023 VLDB 4.613455e-05
8,247 Query-Driven Video Event Processing for the Internet of Multimedia Things 2021 VLDB 4.5511197e-05
8,287 DeepVQL: Deep Video Queries on PostgreSQL 2023 VLDB 4.5435639e-05
8,293 Challenges and Opportunities for Autonomous Vehicle Query Systems 2021 CIDR 4.5435639e-05
8,383 EQUI-VOCAL: Synthesizing Queries for Compositional Video Events from Limited User Interactions 2023 VLDB 4.5307128e-05
8,469 Semantic Operators and Their Optimization: Enabling LLM-Based Data Processing with Accuracy Guarantees in LOTUS 2025 VLDB 4.5041113e-05
8,672 Optimizing Video Selection LIMIT Queries With Commonsense Knowledge 2024 VLDB 4.4710897e-05
9,296 Controlled Intentional Degradation in Analytical Video Systems 2022 SIGMOD 4.3599613e-05
9,341 SketchQL: Video Moment Querying with a Visual Query Interface 2024 SIGMOD 4.3554097e-05
9,354 Interactive Demonstration of EVA 2023 VLDB 4.3517085e-05
9,374 SketchQL Demonstration: Zero-shot Video Moment Querying with Sketches 2024 VLDB 4.3479148e-05
9,765 TVM: A Tile-based Video Management Framework 2024 VLDB 4.2856106e-05
9,769 VOCALExplore: Pay-as-You-Go Video Data Exploration and Model Building 2023 VLDB 4.2856106e-05
9,770 Everest: A Top-K Deep Video Analytics System 2022 SIGMOD 4.2856106e-05
9,806 The Image Calculator: 10x Faster Image-AI Inference by Replacing JPEG with Self-designing Storage Format 2024 SIGMOD 4.2805224e-05
9,990 Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics 2026 CIDR 4.1945683e-05
10,064 Cut Costs, Not Accuracy: LLM-Powered Data Processing with Guarantees 2026 SIGMOD 4.1945683e-05
10,215 Task Cascades for Efficient Unstructured Data Processing 2026 SIGMOD 4.1945683e-05
10,382 MAST: Towards Efficient Analytical Query Processing on Point Cloud Data 2025 SIGMOD 4.1945683e-05
10,503 Self-Enhancing Video Data Management System for Compositional Events with Large Language Models 2025 SIGMOD 4.1945683e-05
10,518 High-Throughput Ingestion for Video Warehouse: Comprehensive Configuration and Effective Exploration 2025 SIGMOD 4.1945683e-05
10,523 Scalable Complex Event Processing on Video Streams 2025 SIGMOD 4.1945683e-05
10,667 Déjà Vu: Efficient Video-Language Query Engine with Learning-based Inter-Frame Computation Reuse 2025 VLDB 4.1945683e-05
10,944 Predictive and Near-Optimal Sampling for View Materialization in Video Databases 2024 SIGMOD 4.1945683e-05
11,061 Optimizing Video Queries with Declarative Clues 2024 VLDB 4.1945683e-05
11,273 PAINE Demo: Optimizing Video Selection Queries With Commonsense Knowledge 2023 VLDB 4.1945683e-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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