FiGO: Fine-Grained Query Optimization in Video Analytics

Summary: FiGO enables fine-grained query optimization in video analytics with a throughput–accuracy ensemble, assigning chunks to suitable models to meet accuracy. It prunes the ensemble to cut optimization time, delivering 3.3x speedups over SOTA on four datasets. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 6309
Venue: SIGMOD
Year: 2022
Pagerank: 5.6447253e-05
Overall Rank: 5,173 | 64.02%
DOI: 10.1145/3514221.3517857

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 14 of 14 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
4,567	Optimizing Video Analytics with Declarative Model Relationships	2023	VLDB	6.080526e-05
6,315	Seiden: Revisiting Query Processing in Video Database Systems	2023	VLDB	5.1142298e-05
7,338	Aero: Adaptive Query Processing of ML Queries	2025	SIGMOD	4.7584583e-05
9,354	Interactive Demonstration of EVA	2023	VLDB	4.3517085e-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
9,806	The Image Calculator: 10x Faster Image-AI Inference by Replacing JPEG with Self-designing Storage Format	2024	SIGMOD	4.2805224e-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
10,518	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

Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
182	LEO - DB2's LEarning Optimizer	2001	VLDB	0.00036962631
329	Accelerating Machine Learning Inference with Probabilistic Predicates	2018	SIGMOD	0.00027249545
333	Neo: A Learned Query Optimizer	2019	VLDB	0.00027206884
696	BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics	2020	VLDB	0.00018048935
1,388	MIRIS: Fast Object Track Queries in Video	2020	SIGMOD	0.00012260926
2,533	DeepLens: Towards a Visual Data Management System	2019	CIDR	8.5899934e-05
3,154	The MemSQL Query Optimizer: A modern optimizer for real-time analytics in a distributed database	2016	VLDB	7.4686089e-05
3,206	Panorama: A Data System for Unbounded Vocabulary Querying over Video	2020	VLDB	7.3826363e-05
3,620	SVQ: Streaming Video Queries	2019	SIGMOD	6.9084299e-05
4,269	VSS: A Storage System for Video Analytics	2021	SIGMOD	6.306798e-05

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Overall Rank	Paper	Year	Venue	Pagerank
3,620	SVQ: Streaming Video Queries	2019	SIGMOD	6.9084299e-05
4,567	Optimizing Video Analytics with Declarative Model Relationships	2023	VLDB	6.080526e-05
7,922	Video-zilla: An Indexing Layer for Large-Scale Video Analytics	2022	SIGMOD	4.615892e-05
9,341	SketchQL: Video Moment Querying with a Visual Query Interface	2024	SIGMOD	4.3554097e-05
10,944	Predictive and Near-Optimal Sampling for View Materialization in Video Databases	2024	SIGMOD	4.1945683e-05
10,503	Self-Enhancing Video Data Management System for Compositional Events with Large Language Models	2025	SIGMOD	4.1945683e-05
4,865	OTIF: Efficient Tracker Pre-processing over Large Video Datasets	2022	SIGMOD	5.8684353e-05
4,950	Evaluating Temporal Queries Over Video Feeds	2021	SIGMOD	5.8104133e-05
8,672	Optimizing Video Selection LIMIT Queries With Commonsense Knowledge	2024	VLDB	4.4710897e-05
11,061	Optimizing Video Queries with Declarative Clues	2024	VLDB	4.1945683e-05