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VIVA: An End-to-End System for Interactive Video Analytics

Summary: VIVA provides end-to-end interactive video analytics by co-optimizing queries across structured/unstructured data, storage, and heterogeneous DNN accelerators. Innovations: relational hints, a mixed-data query optimizer, an embedding cache, and a video file manager + accelerator engine. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
466
Venue
CIDR
Year
2022
Pagerank
6.0214283e-05
Overall Rank
4,642 | 67.74%
DOI
-

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Showing 9 of 9 citing papers.

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Showing 18 of 18 cited papers.

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

Rank Cited Paper Year Venue Pagerank
14 Online Aggregation 1997 SIGMOD 0.0010813443
109 Dremel: Interactive Analysis of Web-Scale Datasets 2010 VLDB 0.00048217028
224 CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies 2004 SIGMOD 0.00032743209
317 NoScope: Optimizing Neural Network Queries over Video at Scale 2017 VLDB 0.0002798145
590 TelegraphCQ: Continuous Dataflow Processing 2003 SIGMOD 0.00019552343
694 BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics 2020 VLDB 0.00018031141
730 AnalyticDB-V: A Hybrid Analytical Engine Towards Query Fusion for Structured and Unstructured Data 2020 VLDB 0.00017443615
1,324 Starling: A Scalable Query Engine on Cloud Functions 2020 SIGMOD 0.00012585081
1,390 MIRIS: Fast Object Track Queries in Video 2020 SIGMOD 0.00012242018
1,588 Druid: A Real-time Analytical Data Store 2014 SIGMOD 0.00011232949
2,082 Efficient Discovery of Approximate Dependencies 2018 VLDB 9.5875364e-05
2,253 Vizdom: Interactive Analytics through Pen and Touch 2015 VLDB 9.1886315e-05
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
4,265 VSS: A Storage System for Video Analytics 2021 SIGMOD 6.3012892e-05
4,703 Accelerating Approximate Aggregation Queries with Expensive Predicates 2021 VLDB 5.9793615e-05
6,282 Mixer: Efficiently Understanding and Retrieving Visual Content at Web-scale 2021 VLDB 5.1235353e-05
8,286 Challenges and Opportunities for Autonomous Vehicle Query Systems 2021 CIDR 4.5392079e-05
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