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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
0.00018031141
Overall Rank
694 | 95.18%
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
3,291 Jointly Optimizing Preprocessing and Inference for DNN-based Visual Analytics 2021 VLDB 7.2607192e-05
3,553 Approximate Selection with Guarantees using Proxies 2020 VLDB 6.9763548e-05
3,599 Spatial and Temporal Constrained Ranked Retrieval over Videos 2022 VLDB 6.92963e-05
3,610 EVA: A Symbolic Approach to Accelerating Exploratory Video Analytics with Materialized Views 2022 SIGMOD 6.919859e-05
4,265 VSS: A Storage System for Video Analytics 2021 SIGMOD 6.3012892e-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
4,642 VIVA: An End-to-End System for Interactive Video Analytics 2022 CIDR 6.0214283e-05
4,686 Serving and Optimizing Machine Learning Workflows on Heterogeneous Infrastructures 2023 VLDB 5.9929067e-05
4,703 Accelerating Approximate Aggregation Queries with Expensive Predicates 2021 VLDB 5.9793615e-05
4,749 ODIN: Automated Drift Detection and Recovery in Video Analytics 2020 VLDB 5.9428569e-05
5,062 Optimizing Machine Learning Inference Queries with Correlative Proxy Models 2022 VLDB 5.7172262e-05
5,149 Abacus: A Cost-Based Optimizer for Semantic Operator Systems 2026 VLDB 5.655398e-05
5,168 FiGO: Fine-Grained Query Optimization in Video Analytics 2022 SIGMOD 5.6446115e-05
5,206 ThalamusDB: Approximate Query Processing on Multi-Modal Data 2024 SIGMOD 5.625641e-05
5,232 Zeus: Efficiently Localizing Actions in Videos using Reinforcement Learning 2022 SIGMOD 5.6094155e-05
6,122 VOCAL: Video Organization and Interactive Compositional AnaLytics 2022 CIDR 5.1966758e-05
6,184 Top-K Deep Video Analytics: A Probabilistic Approach 2021 SIGMOD 5.1636368e-05
6,282 Mixer: Efficiently Understanding and Retrieving Visual Content at Web-scale 2021 VLDB 5.1235353e-05
6,306 Seiden: Revisiting Query Processing in Video Database Systems 2023 VLDB 5.1146055e-05
6,311 VergeDB: A Database for IoT Analytics on Edge Devices 2021 CIDR 5.1112212e-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
7,911 Accelerating Aggregation Queries on Unstructured Streams of Data 2023 VLDB 4.6143141e-05
7,922 Video-zilla: An Indexing Layer for Large-Scale Video Analytics 2022 SIGMOD 4.6114931e-05
8,242 Query-Driven Video Event Processing for the Internet of Multimedia Things 2021 VLDB 4.5467562e-05
8,280 DeepVQL: Deep Video Queries on PostgreSQL 2023 VLDB 4.5392079e-05
8,286 Challenges and Opportunities for Autonomous Vehicle Query Systems 2021 CIDR 4.5392079e-05
8,382 EQUI-VOCAL: Synthesizing Queries for Compositional Video Events from Limited User Interactions 2023 VLDB 4.5263687e-05
8,464 Semantic Operators and Their Optimization: Enabling LLM-Based Data Processing with Accuracy Guarantees in LOTUS 2025 VLDB 4.5003888e-05
8,646 Optimizing Video Selection LIMIT Queries With Commonsense Knowledge 2024 VLDB 4.4720866e-05
9,301 Controlled Intentional Degradation in Analytical Video Systems 2022 SIGMOD 4.3558097e-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
9,767 TVM: A Tile-based Video Management Framework 2024 VLDB 4.2815042e-05
9,771 VOCALExplore: Pay-as-You-Go Video Data Exploration and Model Building 2023 VLDB 4.2815042e-05
9,772 Everest: A Top-K Deep Video Analytics System 2022 SIGMOD 4.2815042e-05
9,787 The Image Calculator: 10x Faster Image-AI Inference by Replacing JPEG with Self-designing Storage Format 2024 SIGMOD 4.2799988e-05
9,989 Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics 2026 CIDR 4.1905499e-05
10,064 Cut Costs, Not Accuracy: LLM-Powered Data Processing with Guarantees 2026 SIGMOD 4.1905499e-05
10,215 Task Cascades for Efficient Unstructured Data Processing 2026 SIGMOD 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
10,527 High-Throughput Ingestion for Video Warehouse: Comprehensive Configuration and Effective Exploration 2025 SIGMOD 4.1905499e-05
10,532 Scalable Complex Event Processing on Video Streams 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
10,947 Predictive and Near-Optimal Sampling for View Materialization in Video Databases 2024 SIGMOD 4.1905499e-05
11,064 Optimizing Video Queries with Declarative Clues 2024 VLDB 4.1905499e-05
11,275 PAINE Demo: Optimizing Video Selection Queries With Commonsense Knowledge 2023 VLDB 4.1905499e-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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