VSS: A Storage System for Video Analytics

Summary: VSS decouples video analytics from storage as the VDBMS storage sublayer for layout, caching, and cross-camera deduplication. Granular on-disk layout, hot-region caching, and cross-view dedup reduce reads and storage, up to 54% read gains and 45% savings. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 6268
Venue: SIGMOD
Year: 2021
Pagerank: 6.3012892e-05
Overall Rank: 4,265 | 70.36%
DOI: 10.1145/3448016.3459242

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 12 of 12 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
3,610	EVA: A Symbolic Approach to Accelerating Exploratory Video Analytics with Materialized Views	2022	SIGMOD	6.919859e-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
5,168	FiGO: Fine-Grained Query Optimization in Video Analytics	2022	SIGMOD	5.6446115e-05
6,122	VOCAL: Video Organization and Interactive Compositional AnaLytics	2022	CIDR	5.1966758e-05
6,868	Extract-Transform-Load for Video Streams	2023	VLDB	4.8982283e-05
7,922	Video-zilla: An Indexing Layer for Large-Scale Video Analytics	2022	SIGMOD	4.6114931e-05
8,382	EQUI-VOCAL: Synthesizing Queries for Compositional Video Events from Limited User Interactions	2023	VLDB	4.5263687e-05
9,767	TVM: A Tile-based Video Management Framework	2024	VLDB	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
10,675	Déjà Vu: Efficient Video-Language Query Engine with Learning-based Inter-Frame Computation Reuse	2025	VLDB	4.1905499e-05
11,187	Toward Efficient Homomorphic Encryption for Outsourced Databases through Parallel Caching	2023	SIGMOD	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
33	BIRCH: An Efficient Data Clustering Method for Very Large Databases	1996	SIGMOD	0.00077399244
332	Accelerating Machine Learning Inference with Probabilistic Predicates	2018	SIGMOD	0.00027173479
694	BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics	2020	VLDB	0.00018031141
1,390	MIRIS: Fast Object Track Queries in Video	2020	SIGMOD	0.00012242018
3,212	Panorama: A Data System for Unbounded Vocabulary Querying over Video	2020	VLDB	7.3772955e-05
3,291	Jointly Optimizing Preprocessing and Inference for DNN-based Visual Analytics	2021	VLDB	7.2607192e-05
3,624	SVQ: Streaming Video Queries	2019	SIGMOD	6.9013718e-05
4,078	Visual Road: A Video Data Management Benchmark	2019	SIGMOD	6.4633815e-05
4,221	Vaas: Video Analytics At Scale	2020	VLDB	6.3414314e-05
4,749	ODIN: Automated Drift Detection and Recovery in Video Analytics	2020	VLDB	5.9428569e-05
5,038	VisualWorldDB: A DBMS for the Visual World	2020	CIDR	5.7376543e-05
5,296	LightDB: A DBMS for Virtual Reality Video	2018	VLDB	5.5776987e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
6,868	Extract-Transform-Load for Video Streams	2023	VLDB	4.8982283e-05
13,270	Demonstration of Apperception: A Database Management System for Geospatial Video Data	2021	VLDB	-
1,649	Managing Non-Volatile Memory in Database Systems	2018	SIGMOD	0.00011006201
4,221	Vaas: Video Analytics At Scale	2020	VLDB	6.3414314e-05
9,767	TVM: A Tile-based Video Management Framework	2024	VLDB	4.2815042e-05
4,232	Efficient and Cost-effective Techniques for Browsing and Indexing Large Video Databases	2000	SIGMOD	6.3324137e-05
8,362	WWHow! Freeing Data Storage from Cages	2013	CIDR	4.531362e-05
9,368	Towards Adaptive Storage Views in Virtual Memory	2023	CIDR	4.3465335e-05
7,922	Video-zilla: An Indexing Layer for Large-Scale Video Analytics	2022	SIGMOD	4.6114931e-05
5,038	VisualWorldDB: A DBMS for the Visual World	2020	CIDR	5.7376543e-05